{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.12-final"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3",
   "language": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "source": [
    "# 第三部分 特征篇（上）"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "## 特征处理基础方法与实现"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "source": [
    "### 定量特征"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "feature = np.array([1, 2, 3, 4, 5])"
   ]
  },
  {
   "source": [
    "#### 1、中心化处理\n",
    "\n",
    "$ f'_i = f_i - \\bar{f} $"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([-2., -1.,  0.,  1.,  2.])"
      ]
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "source": [
    "feature - feature.mean()"
   ]
  },
  {
   "source": [
    "#### 2、特征缩放\n",
    "\n",
    "$ f'_i = \\frac{f_i - f_{min}}{f_{max} - f_{min}} $"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([[0.  ],\n",
       "       [0.25],\n",
       "       [0.5 ],\n",
       "       [0.75],\n",
       "       [1.  ]])"
      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "MinMaxScaler().fit_transform(feature.reshape(-1, 1))"
   ]
  },
  {
   "source": [
    "#### 3、规范化/正则化"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([[ 0.40824829, -0.40824829,  0.81649658],\n",
       "       [ 0.89442719,  0.4472136 ,  0.        ],\n",
       "       [ 0.        , -0.70710678,  0.70710678]])"
      ]
     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "source": [
    "from sklearn.preprocessing import normalize\n",
    "\n",
    "sample = np.array([[1, -1, 2], [2, 1, 0], [0, -1, 1]])\n",
    "sample_normalized = normalize(sample, norm='l2')\n",
    "sample_normalized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "1.0000000000000002"
      ]
     },
     "metadata": {},
     "execution_count": 7
    }
   ],
   "source": [
    "# 取第一行验证是否为单位范数\n",
    "np.square(sample_normalized[0, :]).sum()"
   ]
  },
  {
   "source": [
    "#### 4、对数转换"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([0.        , 2.30258509, 4.60517019, 6.90775528, 9.21034037])"
      ]
     },
     "metadata": {},
     "execution_count": 8
    }
   ],
   "source": [
    "feature = np.array([1, 10, 100, 1000, 10000])\n",
    "feature_log = np.log(feature)\n",
    "feature_log"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([[-1.31616039, -0.70710678],\n",
       "       [ 0.20998268, -0.70710678],\n",
       "       [ 1.1061777 ,  1.41421356]])"
      ]
     },
     "metadata": {},
     "execution_count": 9
    }
   ],
   "source": [
    "# 推广：幂变换/Box-Cox变换\n",
    "from sklearn.preprocessing import PowerTransformer\n",
    "\n",
    "X = [[1, 2], [3, 2], [4, 5]]\n",
    "PowerTransformer().fit_transform(X)"
   ]
  },
  {
   "source": [
    "#### 5、特征二值化"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([0, 0, 0, 1, 1])"
      ]
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "x = pd.Series([1, 2, 3, 4, 5])\n",
    "(x>3).astype(int).values"
   ]
  },
  {
   "source": [
    "### 序数特征"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([1, 1, 0, 2, 1])"
      ]
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "x = ['b', 'b', 'a', 'c', 'b']\n",
    "LabelEncoder().fit_transform(x)"
   ]
  },
  {
   "source": [
    "### 类别特征"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "from sklearn.preprocessing import OneHotEncoder\n",
    "\n",
    "feature = np.array(['b', 'a', 'c'])\n",
    "OneHotEncoder(sparse=False).fit_transform(feature.reshape(-1, 1))"
   ],
   "cell_type": "code",
   "metadata": {},
   "execution_count": 12,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([[0., 1., 0.],\n",
       "       [1., 0., 0.],\n",
       "       [0., 0., 1.]])"
      ]
     },
     "metadata": {},
     "execution_count": 12
    }
   ]
  },
  {
   "source": [
    "### WOE编码\n",
    "\n",
    "$ WOE_i = ln(\\frac{P_{y1}}{P_{y0}}) = ln(\\frac{B_iB}{G_iG}) $"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "np.random.seed(0)\n",
    "\n",
    "test_df = pd.DataFrame({\n",
    "    'x': np.random.choice(['R', 'G', 'B'], 1000),\n",
    "    'y': np.random.randint(2, size=1000)\n",
    "})\n",
    "pd.crosstab(test_df['y'], test_df['x'], margins=True)"
   ],
   "cell_type": "code",
   "metadata": {},
   "execution_count": 13,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "x      B    G    R   All\n",
       "y                       \n",
       "0    163  165  153   481\n",
       "1    165  170  184   519\n",
       "All  328  335  337  1000"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>B</th>\n      <th>G</th>\n      <th>R</th>\n      <th>All</th>\n    </tr>\n    <tr>\n      <th>y</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>163</td>\n      <td>165</td>\n      <td>153</td>\n      <td>481</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>165</td>\n      <td>170</td>\n      <td>184</td>\n      <td>519</td>\n    </tr>\n    <tr>\n      <th>All</th>\n      <td>328</td>\n      <td>335</td>\n      <td>337</td>\n      <td>1000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 13
    }
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "x\n",
       "B   -0.063841\n",
       "G   -0.046184\n",
       "R    0.108461\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "execution_count": 14
    }
   ],
   "source": [
    "def cal_woe(x, y):\n",
    "    '''\n",
    "    x, y: pd.Series\n",
    "          变量x为类别变量，y为0/1\n",
    "    '''\n",
    "    t = pd.crosstab(y, x)\n",
    "    w = t.div(t.sum(axis=1), axis=0)\n",
    "    # Bad / Good\n",
    "    return np.log(w.iloc[1, :] / w.iloc[0, :])\n",
    "\n",
    "cal_woe(test_df['x'], test_df['y'])"
   ]
  },
  {
   "source": [
    "### 日期特征"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "class DateTimeProcess:\n",
    "    def __init__(self, s):\n",
    "        # 格式化\n",
    "        self.s = pd.to_datetime(s, errors='coerce')\n",
    "        self.df = pd.DataFrame()\n",
    "    \n",
    "    def data_process(self):\n",
    "        ''' 衍生日期特征\n",
    "        return:\n",
    "            Mth: 月份\n",
    "            isWeekend: 是否周末。0：否；1：是\n",
    "            PeriodOfMonth: 1：上旬；2：下旬；3：下旬\n",
    "        '''\n",
    "        def _level(d): \n",
    "            if d < (1 / 3.0):\n",
    "                return 1\n",
    "            elif d > (2 / 3.0):\n",
    "                return 3\n",
    "            else:\n",
    "                return 2 \n",
    "\n",
    "        self.df['Mth'] = self.s.dt.month\n",
    "        t = self.s.dt.day * 1.0 / self.s.dt.daysinmonth\n",
    "        self.df['PeriodOfMonth'] = t.apply(_level)\n",
    "        # 数据在 0~6 之间，星期一是0，星期日是6\n",
    "        self.df['isWeekend'] = (self.s.dt.dayofweek >= 5).apply(int)\n",
    "    \n",
    "    def time_process(self):\n",
    "        ''' 衍生时间特征\n",
    "        return:\n",
    "            PeriodOfDay: 0：深夜；1：上午；2：下午；3：晚上\n",
    "        '''\n",
    "        def _hour(hour):\n",
    "            if (hour >= 0) & (hour <=6): \n",
    "                return 0\n",
    "            elif (hour > 6) & (hour <=12): \n",
    "                return 1\n",
    "            elif (hour > 12) & (hour <= 18):\n",
    "                return 2\n",
    "            else:\n",
    "                return 3\n",
    "        \n",
    "        self.df['PeriodOfDay'] = self.s.dt.hour.apply(_hour)\n",
    "\n",
    "    def process(self):\n",
    "        self.data_process()\n",
    "        self.time_process()\n",
    "        return self.df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "   Mth  PeriodOfMonth  isWeekend  PeriodOfDay\n",
       "0    7              2          0            1"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Mth</th>\n      <th>PeriodOfMonth</th>\n      <th>isWeekend</th>\n      <th>PeriodOfDay</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>7</td>\n      <td>2</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 16
    }
   ],
   "source": [
    "t = pd.Series([\n",
    "    '2018-07-19T09:38:59.795+08:00'\n",
    "])\n",
    "DateTimeProcess(t).process()"
   ]
  },
  {
   "source": [
    "## 特征离散化方法和实现"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "### 等宽和等频离散法"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_breast_cancer\n",
    "import pandas as pd\n",
    "\n",
    "bc = load_breast_cancer()\n",
    "y = bc.target\n",
    "X = pd.DataFrame.from_records(data=bc.data, columns=bc.feature_names)\n",
    "# 转化为df\n",
    "df = X\n",
    "df['target'] = y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f3e6ca09b38>"
      ]
     },
     "metadata": {},
     "execution_count": 18
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "plt.style.use(['science', 'ieee', 'grid', 'muted'])\n",
    "\n",
    "sns.displot(df['mean radius'], kde=False)"
   ]
  },
  {
   "source": [
    "#### 等宽分箱\n",
    "\n",
    "分隔点的宽度:  \n",
    "\n",
    "$ w = \\frac{max - min}{n} $"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "value, cutoff = pd.cut(df['mean radius'], bins=8, retbins=True, precision=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([ 6.959871,  9.622125, 12.26325 , 14.904375, 17.5455  , 20.186625,\n",
       "       22.82775 , 25.468875, 28.11    ])"
      ]
     },
     "metadata": {},
     "execution_count": 20
    }
   ],
   "source": [
    "cutoff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([2.662254, 2.641125, 2.641125, 2.641125, 2.641125, 2.641125,\n",
       "       2.641125, 2.641125])"
      ]
     },
     "metadata": {},
     "execution_count": 21
    }
   ],
   "source": [
    "c2 = cutoff.copy()\n",
    "c2[1: ] - cutoff[ :-1] # 每个分隔点的距离"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "(array([0, 1, 2, 3, 4, 5, 6, 7]),\n",
       " [Text(0, 0, '(6.96, 9.62]'),\n",
       "  Text(1, 0, '(9.62, 12.26]'),\n",
       "  Text(2, 0, '(12.26, 14.9]'),\n",
       "  Text(3, 0, '(14.9, 17.55]'),\n",
       "  Text(4, 0, '(17.55, 20.19]'),\n",
       "  Text(5, 0, '(20.19, 22.83]'),\n",
       "  Text(6, 0, '(22.83, 25.47]'),\n",
       "  Text(7, 0, '(25.47, 28.11]')])"
      ]
     },
     "metadata": {},
     "execution_count": 22
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"299.111239pt\" version=\"1.1\" viewBox=\"0 0 373.299682 299.111239\" width=\"373.299682pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-23T13:21:56.948120</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 299.111239 \nL 373.299682 299.111239 \nL 373.299682 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 34.899682 221.04 \nL 369.699682 221.04 \nL 369.699682 3.6 \nL 34.899682 3.6 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 39.084682 221.04 \nL 72.564682 221.04 \nL 72.564682 188.286647 \nL 39.084682 188.286647 \nz\n\" style=\"fill:#366a9d;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 80.934682 221.04 \nL 114.414682 221.04 \nL 114.414682 51.990437 \nL 80.934682 51.990437 \nz\n\" style=\"fill:#6199ba;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 122.784682 221.04 \nL 156.264682 221.04 \nL 156.264682 13.954286 \nL 122.784682 13.954286 \nz\n\" style=\"fill:#afcddc;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 164.634682 221.04 \nL 198.114682 221.04 \nL 198.114682 136.515219 \nL 164.634682 136.515219 \nz\n\" style=\"fill:#e4ecf1;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 206.484682 221.04 \nL 239.964682 221.04 \nL 239.964682 155.533294 \nL 206.484682 155.533294 \nz\n\" style=\"fill:#f7e8e0;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 248.334682 221.04 \nL 281.814682 221.04 \nL 281.814682 191.456327 \nL 248.334682 191.456327 \nz\n\" style=\"fill:#ebbba5;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 290.184682 221.04 \nL 323.664682 221.04 \nL 323.664682 212.587522 \nL 290.184682 212.587522 \nz\n\" style=\"fill:#cb7968;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 332.034682 221.04 \nL 365.514682 221.04 \nL 365.514682 216.813761 \nL 332.034682 216.813761 \nz\n\" style=\"fill:#a3323d;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -3 \n\" id=\"m371d44e75a\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"55.824682\" xlink:href=\"#m371d44e75a\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3 \n\" id=\"mf49143db36\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"55.824682\" xlink:href=\"#mf49143db36\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- (6.96, 9.62] -->\n      <g transform=\"translate(58.315342 272.692892)rotate(-90)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 30.59375 -24.390625 \nC 30.59375 -24.296875 30.59375 -24.09375 30.296875 -23.796875 \nC 25.703125 -19.125 13.40625 -6.359375 13.40625 24.703125 \nC 13.40625 55.765625 25.5 68.421875 30.40625 73.390625 \nC 30.40625 73.5 30.59375 73.703125 30.59375 74 \nC 30.59375 74.296875 30.296875 74.5 29.90625 74.5 \nC 28.796875 74.5 20.296875 67.125 15.40625 56.15625 \nC 10.40625 45.109375 9 34.359375 9 24.8125 \nC 9 17.625 9.703125 5.484375 15.703125 -7.359375 \nC 20.5 -17.734375 28.703125 -25 29.90625 -25 \nC 30.40625 -25 30.59375 -24.796875 30.59375 -24.390625 \nz\n\" id=\"CMR17-40\"/>\n        <path d=\"M 10.59375 34 \nC 10.59375 57.65625 21.796875 63 28.296875 63 \nC 30.40625 63 35.5 62.640625 37.5 59 \nC 35.90625 59 32.90625 59 32.90625 55.515625 \nC 32.90625 52.828125 35.09375 51.921875 36.5 51.921875 \nC 37.40625 51.921875 40.09375 52.3125 40.09375 55.625 \nC 40.09375 61.78125 35.09375 65.296875 28.203125 65.296875 \nC 16.296875 65.296875 3.796875 52.96875 3.796875 31 \nC 3.796875 3.953125 15.09375 -2 23.09375 -2 \nC 32.796875 -2 42 6.671875 42 20.046875 \nC 42 32.515625 33.90625 41.59375 23.703125 41.59375 \nC 17.59375 41.59375 13.09375 37.609375 10.59375 30.625 \nz\nM 23.09375 0.390625 \nC 10.796875 0.390625 10.796875 18.75 10.796875 22.4375 \nC 10.796875 29.625 14.203125 40 23.5 40 \nC 25.203125 40 30.09375 40 33.40625 33.125 \nC 35.203125 29.21875 35.203125 25.140625 35.203125 20.140625 \nC 35.203125 14.75 35.203125 10.78125 33.09375 6.78125 \nC 30.90625 2.671875 27.703125 0.390625 23.09375 0.390625 \nz\n\" id=\"CMR17-54\"/>\n        <path d=\"M 16.59375 4.078125 \nC 16.59375 6.5625 14.59375 8.15625 12.5 8.15625 \nC 10.5 8.15625 8.40625 6.5625 8.40625 4.078125 \nC 8.40625 1.59375 10.40625 0 12.5 0 \nC 14.5 0 16.59375 1.59375 16.59375 4.078125 \nz\n\" id=\"CMR17-46\"/>\n        <path d=\"M 35.203125 29.125 \nC 35.203125 7.25 26.09375 0.484375 18.59375 0.484375 \nC 16.296875 0.484375 10.703125 0.484375 8.40625 4.59375 \nC 11 4.1875 12.90625 5.578125 12.90625 8.09375 \nC 12.90625 10.8125 10.703125 11.703125 9.296875 11.703125 \nC 8.40625 11.703125 5.703125 11.296875 5.703125 7.90625 \nC 5.703125 1.109375 11.59375 -2 18.796875 -2 \nC 30.296875 -2 42 10.53125 42 32.390625 \nC 42 59.640625 30.796875 65.296875 23.203125 65.296875 \nC 13.296875 65.296875 3.796875 56.6875 3.796875 43.40625 \nC 3.796875 31.109375 11.90625 22 22.09375 22 \nC 30.5 22 34.203125 29.734375 35.203125 33 \nz\nM 22.296875 23.59375 \nC 19.59375 23.59375 15.796875 24.09375 12.703125 30.03125 \nC 10.59375 33.890625 10.59375 38.453125 10.59375 43.296875 \nC 10.59375 49.15625 10.59375 53.203125 13.40625 57.5625 \nC 14.796875 59.640625 17.40625 63 23.203125 63 \nC 35 63 35 45.078125 35 41.125 \nC 35 34.09375 31.796875 23.59375 22.296875 23.59375 \nz\n\" id=\"CMR17-57\"/>\n        <path d=\"M 15.796875 1.59375 \nC 16 0.703125 16 0.390625 16 -1.203125 \nC 16 -7.234375 14 -12.765625 9.796875 -17.796875 \nC 9.296875 -18.28125 9.296875 -18.484375 9.296875 -18.703125 \nC 9.296875 -19.09375 9.703125 -19.5 10.09375 -19.5 \nC 10.703125 -19.5 17.59375 -12.484375 17.59375 -1.359375 \nC 17.59375 1.9375 17.203125 8.15625 12.5 8.15625 \nC 10.296875 8.15625 8.40625 6.671875 8.40625 4.078125 \nC 8.40625 1.5 10.296875 0 12.5 0 \nC 13.703125 0 15 0.5 15.796875 1.59375 \nz\n\" id=\"CMR17-44\"/>\n        <path d=\"M 41.703125 15.453125 \nL 39.90625 15.453125 \nC 38.90625 8.375 38.09375 7.171875 37.703125 6.5625 \nC 37.203125 5.765625 30 5.765625 28.59375 5.765625 \nL 9.40625 5.765625 \nC 13 9.671875 20 16.75 28.5 24.953125 \nC 34.59375 30.734375 41.703125 37.53125 41.703125 47.421875 \nC 41.703125 59.21875 32.296875 66 21.796875 66 \nC 10.796875 66 4.09375 56.3125 4.09375 47.34375 \nC 4.09375 43.4375 7 42.9375 8.203125 42.9375 \nC 9.203125 42.9375 12.203125 43.546875 12.203125 47.03125 \nC 12.203125 50.109375 9.59375 51 8.203125 51 \nC 7.59375 51 7 50.90625 6.59375 50.703125 \nC 8.5 59.21875 14.296875 63.40625 20.40625 63.40625 \nC 29.09375 63.40625 34.796875 56.515625 34.796875 47.421875 \nC 34.796875 38.734375 29.703125 31.25 24 24.75 \nL 4.09375 2.28125 \nL 4.09375 0 \nL 39.296875 0 \nz\n\" id=\"CMR17-50\"/>\n        <path d=\"M 14.296875 74.484375 \nL 1.40625 74.484375 \nL 1.40625 71 \nL 10.796875 71 \nL 10.796875 -21.515625 \nL 1.40625 -21.515625 \nL 1.40625 -25 \nL 14.296875 -25 \nz\n\" id=\"CMR17-93\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(105.842303 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(252.170282 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(322.731818 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(368.422295 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"97.674682\" xlink:href=\"#m371d44e75a\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"97.674682\" xlink:href=\"#mf49143db36\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- (9.62, 12.26] -->\n      <g transform=\"translate(100.165342 277.674227)rotate(-90)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 26.59375 63.40625 \nC 26.59375 65.5 26.5 65.5 25.09375 65.5 \nC 21.203125 61.1875 15.296875 59.796875 9.703125 59.796875 \nC 9.40625 59.796875 8.90625 59.796875 8.796875 59.5 \nC 8.703125 59.296875 8.703125 59.09375 8.703125 57 \nC 11.796875 57 17 57.59375 21 59.984375 \nL 21 7.203125 \nC 21 3.6875 20.796875 2.5 12.203125 2.5 \nL 9.203125 2.5 \nL 9.203125 0 \nC 14 0 19 0 23.796875 0 \nC 28.59375 0 33.59375 0 38.40625 0 \nL 38.40625 2.5 \nL 35.40625 2.5 \nC 26.796875 2.5 26.59375 3.59375 26.59375 7.15625 \nz\n\" id=\"CMR17-49\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(105.842303 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(252.170282 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(368.422295 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"139.524682\" xlink:href=\"#m371d44e75a\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"139.524682\" xlink:href=\"#mf49143db36\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- (12.26, 14.9] -->\n      <g transform=\"translate(142.015342 277.674227)rotate(-90)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 33.59375 64.40625 \nC 33.59375 66.5 33.5 66.5 31.703125 66.5 \nL 2 19.59375 \nL 2 17 \nL 27.796875 17 \nL 27.796875 7.140625 \nC 27.796875 3.5 27.59375 2.5 20.59375 2.5 \nL 18.703125 2.5 \nL 18.703125 0 \nC 21.90625 0 27.296875 0 30.703125 0 \nC 34.09375 0 39.5 0 42.703125 0 \nL 42.703125 2.5 \nL 40.796875 2.5 \nC 33.796875 2.5 33.59375 3.5 33.59375 7.140625 \nL 33.59375 17 \nL 43.796875 17 \nL 43.796875 19.59375 \nL 33.59375 19.59375 \nz\nM 28.09375 57.859375 \nL 28.09375 19.59375 \nL 4 19.59375 \nz\n\" id=\"CMR17-52\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"181.374682\" xlink:href=\"#m371d44e75a\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"181.374682\" xlink:href=\"#mf49143db36\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- (14.9, 17.55] -->\n      <g transform=\"translate(183.865342 277.674227)rotate(-90)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 45.09375 61.578125 \nL 45.09375 63.765625 \nL 21.59375 63.765625 \nC 9.90625 63.765625 9.703125 65.078125 9.296875 67 \nL 7.5 67 \nL 4.59375 48.34375 \nL 6.40625 48.34375 \nC 6.703125 50.234375 7.40625 55.3125 8.59375 57.203125 \nC 9.203125 58 16.59375 58 18.296875 58 \nL 40.296875 58 \nL 29.203125 41.578125 \nC 21.796875 30.53125 16.703125 15.609375 16.703125 2.578125 \nC 16.703125 1.390625 16.703125 -2 20.296875 -2 \nC 23.90625 -2 23.90625 1.390625 23.90625 2.671875 \nL 23.90625 7.265625 \nC 23.90625 23.5625 26.703125 34.3125 31.296875 41.1875 \nz\n\" id=\"CMR17-55\"/>\n        <path d=\"M 11.40625 57.6875 \nC 12.40625 57.28125 16.5 56 20.703125 56 \nC 30 56 35.09375 61.109375 38 64.0625 \nC 38 64.953125 38 65.5 37.40625 65.5 \nC 37.296875 65.5 37.09375 65.5 36.296875 65.046875 \nC 32.796875 63.40625 28.703125 62.078125 23.703125 62.078125 \nC 20.703125 62.078125 16.203125 62.484375 11.296875 64.671875 \nC 10.203125 65.171875 10 65.171875 9.90625 65.171875 \nC 9.40625 65.171875 9.296875 65.0625 9.296875 63.078125 \nL 9.296875 34.421875 \nC 9.296875 32.640625 9.296875 32.140625 10.296875 32.140625 \nC 10.796875 32.140625 11 32.34375 11.5 33.03125 \nC 14.703125 37.515625 19.09375 39.40625 24.09375 39.40625 \nC 27.59375 39.40625 35.09375 37.21875 35.09375 20.140625 \nC 35.09375 16.953125 35.09375 11.171875 32.09375 6.578125 \nC 29.59375 2.484375 25.703125 0.390625 21.40625 0.390625 \nC 14.796875 0.390625 8.09375 5 6.296875 12.71875 \nC 6.703125 12.609375 7.5 12.421875 7.90625 12.421875 \nC 9.203125 12.421875 11.703125 13.125 11.703125 16.21875 \nC 11.703125 18.90625 9.796875 20 7.90625 20 \nC 5.59375 20 4.09375 18.59375 4.09375 15.796875 \nC 4.09375 7.09375 11 -2 21.59375 -2 \nC 31.90625 -2 41.703125 6.875 41.703125 19.75 \nC 41.703125 31.71875 33.90625 41 24.203125 41 \nC 19.09375 41 14.796875 39.109375 11.40625 35.53125 \nz\n\" id=\"CMR17-53\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(252.170282 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(368.422295 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"223.224682\" xlink:href=\"#m371d44e75a\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"223.224682\" xlink:href=\"#mf49143db36\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- (17.55, 20.19] -->\n      <g transform=\"translate(225.715342 282.655563)rotate(-90)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 42 31.640625 \nC 42 37.75 41.90625 48.125 37.703125 56.109375 \nC 34 63.109375 28.09375 65.59375 22.90625 65.59375 \nC 18.09375 65.59375 12 63.40625 8.203125 56.203125 \nC 4.203125 48.71875 3.796875 39.4375 3.796875 31.640625 \nC 3.796875 25.953125 3.90625 17.28125 7 9.671875 \nC 11.296875 -0.609375 19 -2 22.90625 -2 \nC 27.5 -2 34.5 -0.109375 38.59375 9.375 \nC 41.59375 16.28125 42 24.359375 42 31.640625 \nz\nM 22.90625 -0.40625 \nC 16.5 -0.40625 12.703125 5.078125 11.296875 12.6875 \nC 10.203125 18.5625 10.203125 27.15625 10.203125 32.75 \nC 10.203125 40.4375 10.203125 46.828125 11.5 52.921875 \nC 13.40625 61.390625 19 64 22.90625 64 \nC 27 64 32.296875 61.296875 34.203125 53.125 \nC 35.5 47.4375 35.59375 40.734375 35.59375 32.75 \nC 35.59375 26.25 35.59375 18.265625 34.40625 12.375 \nC 32.296875 1.484375 26.40625 -0.40625 22.90625 -0.40625 \nz\n\" id=\"CMR17-48\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"265.074682\" xlink:href=\"#m371d44e75a\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"265.074682\" xlink:href=\"#mf49143db36\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- (20.19, 22.83] -->\n      <g transform=\"translate(267.565342 282.655563)rotate(-90)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 27.203125 35.375 \nC 33.5 38.546875 39.90625 43.328125 39.90625 50.984375 \nC 39.90625 60.015625 31.09375 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 58.734375 5.90625 49.6875 \nC 5.90625 47.203125 6.5 42.921875 10.40625 39.140625 \nC 11.40625 38.15625 15.59375 35.171875 18.296875 33.28125 \nC 13.796875 30.984375 3.296875 25.53125 3.296875 14.59375 \nC 3.296875 4.359375 13.09375 -2 22.796875 -2 \nC 33.5 -2 42.5 5.65625 42.5 15.78125 \nC 42.5 24.84375 36.40625 29.015625 32.40625 31.703125 \nz\nM 14.09375 44.09375 \nC 13.296875 44.59375 9.296875 47.671875 9.296875 52.359375 \nC 9.296875 58.421875 15.59375 63 22.796875 63 \nC 30.703125 63 36.5 57.4375 36.5 50.96875 \nC 36.5 41.703125 26.09375 36.421875 25.59375 36.421875 \nC 25.5 36.421875 25.40625 36.421875 24.59375 37.03125 \nz\nM 32.5 23.734375 \nC 34 22.640625 38.796875 19.375 38.796875 13.296875 \nC 38.796875 5.953125 31.40625 0.390625 23 0.390625 \nC 13.90625 0.390625 7 6.84375 7 14.6875 \nC 7 22.546875 13.09375 29.09375 20 32.1875 \nz\n\" id=\"CMR17-56\"/>\n        <path d=\"M 22.09375 33.703125 \nC 31 33.703125 34.90625 25.96875 34.90625 17.03125 \nC 34.90625 5 28.5 0.390625 22.703125 0.390625 \nC 17.40625 0.390625 8.796875 3.03125 6.09375 10.828125 \nC 6.59375 10.625 7.09375 10.625 7.59375 10.625 \nC 10 10.625 11.796875 12.21875 11.796875 14.8125 \nC 11.796875 17.703125 9.59375 19 7.59375 19 \nC 5.90625 19 3.296875 18.203125 3.296875 14.46875 \nC 3.296875 5.234375 12.296875 -2 22.90625 -2 \nC 34 -2 42.5 6.71875 42.5 16.953125 \nC 42.5 26.671875 34.5 33.703125 25 34.796875 \nC 32.59375 36.375 39.90625 43.0625 39.90625 52.015625 \nC 39.90625 59.6875 32 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 59.828125 5.90625 52.015625 \nC 5.90625 48.59375 8.5 48 9.796875 48 \nC 11.90625 48 13.703125 49.296875 13.703125 51.890625 \nC 13.703125 54.46875 11.90625 55.765625 9.796875 55.765625 \nC 9.40625 55.765625 8.90625 55.765625 8.5 55.578125 \nC 11.40625 61.859375 19.296875 63 22.796875 63 \nC 26.296875 63 32.90625 61.328125 32.90625 51.875 \nC 32.90625 49.109375 32.5 44.1875 29.09375 39.84375 \nC 26.09375 36 22.703125 36 19.40625 35.6875 \nC 18.90625 35.6875 16.59375 35.453125 16.203125 35.453125 \nC 15.5 35.359375 15.09375 35.265625 15.09375 34.5 \nC 15.09375 33.796875 15.203125 33.703125 17.203125 33.703125 \nz\n\" id=\"CMR17-51\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"306.924682\" xlink:href=\"#m371d44e75a\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"306.924682\" xlink:href=\"#mf49143db36\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- (22.83, 25.47] -->\n      <g transform=\"translate(309.415342 282.655563)rotate(-90)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"348.774682\" xlink:href=\"#m371d44e75a\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"348.774682\" xlink:href=\"#mf49143db36\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- (25.47, 28.11] -->\n      <g transform=\"translate(351.265342 282.655563)rotate(-90)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -1.5 \n\" id=\"me1f2162fb9\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"39.084682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_18\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 1.5 \n\" id=\"m19f7c05344\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"39.084682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"47.454682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"47.454682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"64.194682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"64.194682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"72.564682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"72.564682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"80.934682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"80.934682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"89.304682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"89.304682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"106.044682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"106.044682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"114.414682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"114.414682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"122.784682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"122.784682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"131.154682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"131.154682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"147.894682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"147.894682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"156.264682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"156.264682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.634682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.634682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"173.004682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"173.004682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"189.744682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"189.744682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_47\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"198.114682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_48\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"198.114682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_49\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"206.484682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_50\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"206.484682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_51\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"214.854682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_52\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"214.854682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"line2d_53\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"231.594682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_54\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"231.594682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_28\">\n     <g id=\"line2d_55\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"239.964682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_56\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"239.964682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_29\">\n     <g id=\"line2d_57\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"248.334682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"248.334682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_30\">\n     <g id=\"line2d_59\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"256.704682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_60\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"256.704682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_31\">\n     <g id=\"line2d_61\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"273.444682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_62\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"273.444682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_32\">\n     <g id=\"line2d_63\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"281.814682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_64\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"281.814682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_33\">\n     <g id=\"line2d_65\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"290.184682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_66\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"290.184682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_34\">\n     <g id=\"line2d_67\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"298.554682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_68\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"298.554682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_35\">\n     <g id=\"line2d_69\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"315.294682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_70\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"315.294682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_36\">\n     <g id=\"line2d_71\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"323.664682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_72\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"323.664682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_37\">\n     <g id=\"line2d_73\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"332.034682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_74\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"332.034682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_38\">\n     <g id=\"line2d_75\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"340.404682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_76\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"340.404682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_39\">\n     <g id=\"line2d_77\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"357.144682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_78\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"357.144682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_40\">\n     <g id=\"line2d_79\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"365.514682\" xlink:href=\"#me1f2162fb9\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_80\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"365.514682\" xlink:href=\"#m19f7c05344\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_9\">\n     <!-- Bins -->\n     <g transform=\"translate(192.655269 293.574061)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 5.203125 68 \nL 5.203125 65.40625 \nC 12.09375 65.40625 13.203125 65.40625 13.203125 60.9375 \nL 13.203125 7.0625 \nC 13.203125 2.59375 12.09375 2.59375 5.203125 2.59375 \nL 5.203125 0 \nL 39.59375 0 \nC 52.40625 0 60.703125 9.109375 60.703125 18.1875 \nC 60.703125 27.203125 52.5 34.890625 41.796875 34.890625 \nC 51.40625 36.8125 58.09375 43.296875 58.09375 51 \nC 58.09375 59.40625 49.90625 68 37 68 \nz\nM 19.5 36 \nL 19.5 61.515625 \nC 19.5 64.921875 19.703125 65.40625 23.703125 65.40625 \nL 36.5 65.40625 \nC 46.40625 65.40625 50.796875 57.40625 50.796875 51.203125 \nC 50.796875 43.609375 44.703125 36 33.90625 36 \nz\nM 23.703125 2.59375 \nC 19.703125 2.59375 19.5 3.078125 19.5 6.453125 \nL 19.5 34.40625 \nL 38 34.40625 \nC 48.296875 34.40625 53.296875 25.390625 53.296875 18.15625 \nC 53.296875 10.921875 47.59375 2.59375 36.703125 2.59375 \nz\n\" id=\"CMR17-66\"/>\n       <path d=\"M 15.5 61.078125 \nC 15.5 63.265625 13.703125 65.15625 11.40625 65.15625 \nC 9.203125 65.15625 7.296875 63.375 7.296875 61.078125 \nC 7.296875 58.890625 9.09375 57 11.40625 57 \nC 13.59375 57 15.5 58.796875 15.5 61.078125 \nz\nM 3.796875 42.28125 \nL 3.796875 39.703125 \nC 9.40625 39.703125 10.203125 39.09375 10.203125 34.328125 \nL 10.203125 6.671875 \nC 10.203125 2.875 9.796875 2.390625 3.40625 2.390625 \nL 3.40625 -0.203125 \nC 5.796875 0 10.09375 0 12.59375 0 \nC 15 0 19.09375 0 21.40625 -0.203125 \nL 21.40625 2.390625 \nC 15.5 2.390625 15.296875 2.984375 15.296875 6.5625 \nL 15.296875 43.375 \nz\n\" id=\"CMR17-105\"/>\n       <path d=\"M 41.5 30.203125 \nC 41.5 35.296875 40.5 43.59375 28.703125 43.59375 \nC 20.796875 43.59375 16.703125 37.5 15.203125 33.5 \nL 15.09375 33.5 \nL 15.09375 43.59375 \nL 3.296875 42.5 \nL 3.296875 39.90625 \nC 9.203125 39.90625 10.09375 39.296875 10.09375 34.5 \nL 10.09375 6.6875 \nC 10.09375 2.875 9.703125 2.390625 3.296875 2.390625 \nL 3.296875 -0.203125 \nC 5.703125 0 10.09375 0 12.703125 0 \nC 15.296875 0 19.796875 0 22.203125 -0.203125 \nL 22.203125 2.390625 \nC 15.796875 2.390625 15.40625 2.78125 15.40625 6.6875 \nL 15.40625 25.90625 \nC 15.40625 35.109375 21 42 28 42 \nC 35.40625 42 36.203125 35.40625 36.203125 30.59375 \nL 36.203125 6.6875 \nC 36.203125 2.875 35.796875 2.390625 29.40625 2.390625 \nL 29.40625 -0.203125 \nC 31.796875 0 36.203125 0 38.796875 0 \nC 41.40625 0 45.90625 0 48.296875 -0.203125 \nL 48.296875 2.390625 \nC 41.90625 2.390625 41.5 2.78125 41.5 6.6875 \nz\n\" id=\"CMR17-110\"/>\n       <path d=\"M 30.90625 42.140625 \nC 30.90625 43.953125 30.796875 44.046875 30.203125 44.046875 \nC 29.796875 44.046875 29.703125 43.953125 28.5 42.453125 \nC 28.203125 42.046875 27.296875 41.03125 27 40.640625 \nC 23.796875 44.046875 19.296875 44.046875 17.59375 44.046875 \nC 6.5 44.046875 2.5 38.234375 2.5 32.4375 \nC 2.5 23.40625 12.703125 21.328125 15.59375 20.703125 \nC 21.90625 19.421875 24.09375 19.015625 26.203125 17.203125 \nC 27.5 16.015625 29.703125 13.8125 29.703125 10.21875 \nC 29.703125 6 27.296875 0.59375 18.09375 0.59375 \nC 9.40625 0.59375 6.296875 7.1875 4.5 15.953125 \nC 4.203125 17.34375 4.203125 17.453125 3.40625 17.453125 \nC 2.59375 17.453125 2.5 17.34375 2.5 15.359375 \nL 2.5 0.984375 \nC 2.5 -0.796875 2.59375 -0.90625 3.203125 -0.90625 \nC 3.703125 -0.90625 3.796875 -0.796875 4.296875 0 \nC 4.90625 0.890625 6.40625 3.296875 7 4.3125 \nC 9 1.609375 12.5 -1 18.09375 -1 \nC 28 -1 33.296875 4.421875 33.296875 12.25 \nC 33.296875 17.375 30.59375 20.078125 29.296875 21.28125 \nC 26.296875 24.390625 22.796875 25.09375 18.59375 25.890625 \nC 13.09375 27.109375 6.09375 28.515625 6.09375 34.640625 \nC 6.09375 37.234375 7.5 42.765625 17.59375 42.765625 \nC 28.296875 42.765625 28.90625 32.71875 29.09375 29.5 \nC 29.203125 29 29.703125 28.890625 30 28.890625 \nC 30.90625 28.890625 30.90625 29.203125 30.90625 30.90625 \nz\n\" id=\"CMR17-115\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-66\"/>\n      <use transform=\"translate(65.188754 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n      <use transform=\"translate(90.059813 0)scale(0.996264)\" xlink:href=\"#CMR17-110\"/>\n      <use transform=\"translate(140.955183 0)scale(0.996264)\" xlink:href=\"#CMR17-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_81\">\n      <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 34.899682 221.04 \nL 369.699682 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_82\">\n      <defs>\n       <path d=\"M 0 0 \nL 3 0 \n\" id=\"m83c04f1fa8\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m83c04f1fa8\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_83\">\n      <defs>\n       <path d=\"M 0 0 \nL -3 0 \n\" id=\"m75a6035c34\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m75a6035c34\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- $\\mathdefault{0}$ -->\n      <g transform=\"translate(26.418347 224.499249)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_84\">\n      <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 34.899682 194.626006 \nL 369.699682 194.626006 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_85\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m83c04f1fa8\" y=\"194.626006\"/>\n      </g>\n     </g>\n     <g id=\"line2d_86\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m75a6035c34\" y=\"194.626006\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- $\\mathdefault{25}$ -->\n      <g transform=\"translate(21.437012 198.085255)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_87\">\n      <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 34.899682 168.212012 \nL 369.699682 168.212012 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_88\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m83c04f1fa8\" y=\"168.212012\"/>\n      </g>\n     </g>\n     <g id=\"line2d_89\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m75a6035c34\" y=\"168.212012\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- $\\mathdefault{50}$ -->\n      <g transform=\"translate(21.437012 171.671261)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_90\">\n      <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 34.899682 141.798017 \nL 369.699682 141.798017 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_91\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m83c04f1fa8\" y=\"141.798017\"/>\n      </g>\n     </g>\n     <g id=\"line2d_92\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m75a6035c34\" y=\"141.798017\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- $\\mathdefault{75}$ -->\n      <g transform=\"translate(21.437012 145.257267)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_93\">\n      <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 34.899682 115.384023 \nL 369.699682 115.384023 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_94\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m83c04f1fa8\" y=\"115.384023\"/>\n      </g>\n     </g>\n     <g id=\"line2d_95\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m75a6035c34\" y=\"115.384023\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- $\\mathdefault{100}$ -->\n      <g transform=\"translate(16.455677 118.843273)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_96\">\n      <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 34.899682 88.970029 \nL 369.699682 88.970029 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_97\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m83c04f1fa8\" y=\"88.970029\"/>\n      </g>\n     </g>\n     <g id=\"line2d_98\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m75a6035c34\" y=\"88.970029\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- $\\mathdefault{125}$ -->\n      <g transform=\"translate(16.455677 92.429278)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_99\">\n      <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 34.899682 62.556035 \nL 369.699682 62.556035 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_100\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m83c04f1fa8\" y=\"62.556035\"/>\n      </g>\n     </g>\n     <g id=\"line2d_101\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m75a6035c34\" y=\"62.556035\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- $\\mathdefault{150}$ -->\n      <g transform=\"translate(16.455677 66.015284)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_102\">\n      <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 34.899682 36.142041 \nL 369.699682 36.142041 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_103\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m83c04f1fa8\" y=\"36.142041\"/>\n      </g>\n     </g>\n     <g id=\"line2d_104\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m75a6035c34\" y=\"36.142041\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- $\\mathdefault{175}$ -->\n      <g transform=\"translate(16.455677 39.60129)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_105\">\n      <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 34.899682 9.728047 \nL 369.699682 9.728047 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_106\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m83c04f1fa8\" y=\"9.728047\"/>\n      </g>\n     </g>\n     <g id=\"line2d_107\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m75a6035c34\" y=\"9.728047\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- $\\mathdefault{200}$ -->\n      <g transform=\"translate(16.455677 13.187296)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_108\">\n      <defs>\n       <path d=\"M 0 0 \nL 1.5 0 \n\" id=\"m1477a28327\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"215.757201\"/>\n      </g>\n     </g>\n     <g id=\"line2d_109\">\n      <defs>\n       <path d=\"M 0 0 \nL -1.5 0 \n\" id=\"mc009c6bcc9\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"215.757201\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_110\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"210.474402\"/>\n      </g>\n     </g>\n     <g id=\"line2d_111\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"210.474402\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_112\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"205.191603\"/>\n      </g>\n     </g>\n     <g id=\"line2d_113\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"205.191603\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_114\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"199.908805\"/>\n      </g>\n     </g>\n     <g id=\"line2d_115\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"199.908805\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_116\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"189.343207\"/>\n      </g>\n     </g>\n     <g id=\"line2d_117\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"189.343207\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_118\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"184.060408\"/>\n      </g>\n     </g>\n     <g id=\"line2d_119\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"184.060408\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_120\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"178.777609\"/>\n      </g>\n     </g>\n     <g id=\"line2d_121\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"178.777609\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_17\">\n     <g id=\"line2d_122\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"173.49481\"/>\n      </g>\n     </g>\n     <g id=\"line2d_123\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"173.49481\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_18\">\n     <g id=\"line2d_124\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"162.929213\"/>\n      </g>\n     </g>\n     <g id=\"line2d_125\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"162.929213\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_19\">\n     <g id=\"line2d_126\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"157.646414\"/>\n      </g>\n     </g>\n     <g id=\"line2d_127\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"157.646414\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_20\">\n     <g id=\"line2d_128\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"152.363615\"/>\n      </g>\n     </g>\n     <g id=\"line2d_129\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"152.363615\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_21\">\n     <g id=\"line2d_130\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"147.080816\"/>\n      </g>\n     </g>\n     <g id=\"line2d_131\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"147.080816\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_22\">\n     <g id=\"line2d_132\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"136.515219\"/>\n      </g>\n     </g>\n     <g id=\"line2d_133\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"136.515219\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_23\">\n     <g id=\"line2d_134\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"131.23242\"/>\n      </g>\n     </g>\n     <g id=\"line2d_135\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"131.23242\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_24\">\n     <g id=\"line2d_136\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"125.949621\"/>\n      </g>\n     </g>\n     <g id=\"line2d_137\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"125.949621\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_25\">\n     <g id=\"line2d_138\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"120.666822\"/>\n      </g>\n     </g>\n     <g id=\"line2d_139\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"120.666822\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_26\">\n     <g id=\"line2d_140\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"110.101224\"/>\n      </g>\n     </g>\n     <g id=\"line2d_141\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"110.101224\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_27\">\n     <g id=\"line2d_142\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"104.818426\"/>\n      </g>\n     </g>\n     <g id=\"line2d_143\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"104.818426\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_28\">\n     <g id=\"line2d_144\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"99.535627\"/>\n      </g>\n     </g>\n     <g id=\"line2d_145\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"99.535627\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_29\">\n     <g id=\"line2d_146\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"94.252828\"/>\n      </g>\n     </g>\n     <g id=\"line2d_147\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"94.252828\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_30\">\n     <g id=\"line2d_148\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"83.68723\"/>\n      </g>\n     </g>\n     <g id=\"line2d_149\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"83.68723\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_31\">\n     <g id=\"line2d_150\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"78.404431\"/>\n      </g>\n     </g>\n     <g id=\"line2d_151\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"78.404431\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_32\">\n     <g id=\"line2d_152\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"73.121633\"/>\n      </g>\n     </g>\n     <g id=\"line2d_153\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"73.121633\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_33\">\n     <g id=\"line2d_154\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"67.838834\"/>\n      </g>\n     </g>\n     <g id=\"line2d_155\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"67.838834\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_34\">\n     <g id=\"line2d_156\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"57.273236\"/>\n      </g>\n     </g>\n     <g id=\"line2d_157\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"57.273236\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_35\">\n     <g id=\"line2d_158\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"51.990437\"/>\n      </g>\n     </g>\n     <g id=\"line2d_159\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"51.990437\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_36\">\n     <g id=\"line2d_160\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"46.707638\"/>\n      </g>\n     </g>\n     <g id=\"line2d_161\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"46.707638\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_37\">\n     <g id=\"line2d_162\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"41.42484\"/>\n      </g>\n     </g>\n     <g id=\"line2d_163\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"41.42484\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_38\">\n     <g id=\"line2d_164\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"30.859242\"/>\n      </g>\n     </g>\n     <g id=\"line2d_165\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"30.859242\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_39\">\n     <g id=\"line2d_166\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"25.576443\"/>\n      </g>\n     </g>\n     <g id=\"line2d_167\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"25.576443\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_40\">\n     <g id=\"line2d_168\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"20.293644\"/>\n      </g>\n     </g>\n     <g id=\"line2d_169\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"20.293644\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_41\">\n     <g id=\"line2d_170\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"15.010845\"/>\n      </g>\n     </g>\n     <g id=\"line2d_171\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"15.010845\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_42\">\n     <g id=\"line2d_172\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m1477a28327\" y=\"4.445248\"/>\n      </g>\n     </g>\n     <g id=\"line2d_173\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mc009c6bcc9\" y=\"4.445248\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_19\">\n     <!-- Sample Size -->\n     <g transform=\"translate(10.518498 138.333609)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 43.796875 67.03125 \nC 43.796875 68.8125 43.703125 68.921875 43.09375 68.921875 \nC 42.5 68.921875 42.296875 68.515625 41.90625 67.625 \nL 38.90625 61.046875 \nC 35.09375 66.515625 29.296875 69 23 69 \nC 12.796875 69 4.59375 60.953125 4.59375 50.828125 \nC 4.59375 47.75 5.296875 43.375 8.703125 39.21875 \nC 12.40625 34.65625 15.90625 33.859375 23.90625 31.765625 \nC 26.90625 30.96875 31.90625 29.671875 32.90625 29.28125 \nC 38.59375 26.90625 41.59375 20.953125 41.59375 15.390625 \nC 41.59375 8.234375 36.5 0.59375 27.796875 0.59375 \nC 17.09375 0.59375 7.09375 6.546875 6.40625 20.484375 \nC 6.296875 22.078125 6.203125 22.171875 5.5 22.171875 \nC 4.703125 22.171875 4.59375 22.078125 4.59375 20.078125 \nL 4.59375 -0.015625 \nC 4.59375 -1.796875 4.703125 -1.90625 5.296875 -1.90625 \nC 6 -1.90625 6.203125 -1.40625 7.59375 1.6875 \nC 7.703125 1.984375 7.703125 2.1875 9.59375 5.953125 \nC 14.59375 -0.609375 23 -2 27.796875 -2 \nC 38.703125 -2 46.40625 7.046875 46.40625 17.5625 \nC 46.40625 22.71875 44.5 26.6875 43.40625 28.484375 \nC 39.203125 34.84375 34.703125 36.03125 29.90625 37.21875 \nC 29.203125 37.53125 29 37.53125 23.40625 38.90625 \nC 18 40.296875 15.703125 41 13.203125 43.6875 \nC 10.40625 46.75 9.40625 49.9375 9.40625 53.109375 \nC 9.40625 59.5625 14.59375 66.609375 23.09375 66.609375 \nC 33.703125 66.609375 40.296875 59.15625 41.796875 46.765625 \nC 42.09375 44.96875 42.203125 44.875 42.90625 44.875 \nC 43.796875 44.875 43.796875 45.171875 43.796875 46.859375 \nz\n\" id=\"CMR17-83\"/>\n       <path d=\"M 36 25.828125 \nC 36 32.375 36 35.84375 31.796875 39.734375 \nC 28.09375 43 23.796875 44 20.40625 44 \nC 12.5 44 6.796875 37.609375 6.796875 30.796875 \nC 6.796875 27 9.796875 27 10.40625 27 \nC 11.703125 27 14 27.78125 14 30.53125 \nC 14 33 12.09375 34.078125 10.40625 34.078125 \nC 10 34.078125 9.5 33.96875 9.203125 33.875 \nC 11.296875 40.5 16.703125 42.40625 20.203125 42.40625 \nC 25.203125 42.40625 30.703125 37.953125 30.703125 29.453125 \nL 30.703125 25 \nC 24.796875 25 17.703125 24.203125 12.09375 21.203125 \nC 5.796875 17.703125 4 12.703125 4 8.90625 \nC 4 1.203125 13 -1 18.296875 -1 \nC 23.796875 -1 28.90625 2.171875 31.09375 7.984375 \nC 31.296875 3.640625 34.09375 -0.28125 38.5 -0.28125 \nC 40.59375 -0.28125 45.90625 1.09375 45.90625 8.859375 \nL 45.90625 14.375 \nL 44.09375 14.375 \nL 44.09375 8.78125 \nC 44.09375 2.78125 41.40625 2 40.09375 2 \nC 36 2 36 7.15625 36 11.53125 \nz\nM 30.703125 13.59375 \nC 30.703125 4.953125 24.5 0.59375 19 0.59375 \nC 14 0.59375 10.09375 4.296875 10.09375 8.90625 \nC 10.09375 11.890625 11.40625 17.1875 17.203125 20.390625 \nC 22 23.09375 27.5 23.5 30.703125 23.5 \nz\n\" id=\"CMR17-97\"/>\n       <path d=\"M 67.59375 30.203125 \nC 67.59375 35.1875 66.703125 43.59375 54.796875 43.59375 \nC 48 43.59375 43.296875 39 41.5 33.609375 \nL 41.40625 33.609375 \nC 40.203125 41.8125 34.296875 43.59375 28.703125 43.59375 \nC 20.796875 43.59375 16.703125 37.5 15.203125 33.5 \nL 15.09375 33.5 \nL 15.09375 43.59375 \nL 3.296875 42.5 \nL 3.296875 39.90625 \nC 9.203125 39.90625 10.09375 39.296875 10.09375 34.5 \nL 10.09375 6.6875 \nC 10.09375 2.875 9.703125 2.390625 3.296875 2.390625 \nL 3.296875 -0.203125 \nC 5.703125 0 10.09375 0 12.703125 0 \nC 15.296875 0 19.796875 0 22.203125 -0.203125 \nL 22.203125 2.390625 \nC 15.796875 2.390625 15.40625 2.78125 15.40625 6.6875 \nL 15.40625 25.90625 \nC 15.40625 35.109375 21 42 28 42 \nC 35.40625 42 36.203125 35.40625 36.203125 30.59375 \nL 36.203125 6.6875 \nC 36.203125 2.875 35.796875 2.390625 29.40625 2.390625 \nL 29.40625 -0.203125 \nC 31.796875 0 36.203125 0 38.796875 0 \nC 41.40625 0 45.90625 0 48.296875 -0.203125 \nL 48.296875 2.390625 \nC 41.90625 2.390625 41.5 2.78125 41.5 6.6875 \nL 41.5 25.90625 \nC 41.5 35.109375 47.09375 42 54.09375 42 \nC 61.5 42 62.296875 35.40625 62.296875 30.59375 \nL 62.296875 6.6875 \nC 62.296875 2.875 61.90625 2.390625 55.5 2.390625 \nL 55.5 -0.203125 \nC 57.90625 0 62.296875 0 64.90625 0 \nC 67.5 0 72 0 74.40625 -0.203125 \nL 74.40625 2.390625 \nC 68 2.390625 67.59375 2.78125 67.59375 6.6875 \nz\n\" id=\"CMR17-109\"/>\n       <path d=\"M 22 -16.609375 \nC 15.59375 -16.609375 15.203125 -16.203125 15.203125 -12.328125 \nL 15.203125 6.28125 \nC 18.09375 2.09375 22.296875 -0.59375 27.59375 -0.59375 \nC 37.59375 -0.59375 47.703125 8.171875 47.703125 21.6875 \nC 47.703125 34.234375 39 43.78125 28.703125 43.78125 \nC 22.703125 43.78125 17.796875 40.5 15 36.53125 \nL 15 43.78125 \nL 3.09375 42.6875 \nL 3.09375 40.109375 \nC 9 40.109375 9.90625 39.5 9.90625 34.734375 \nL 9.90625 -12.328125 \nC 9.90625 -16.109375 9.5 -16.609375 3.09375 -16.609375 \nL 3.09375 -19.1875 \nC 5.5 -19 9.90625 -19 12.5 -19 \nC 15.09375 -19 19.59375 -19 22 -19.1875 \nz\nM 15.203125 31.4375 \nC 15.203125 32.84375 15.203125 34.921875 19.09375 38.609375 \nC 19.59375 39.015625 23 42 28 42 \nC 35.296875 42 41.296875 32.9375 41.296875 21.59375 \nC 41.296875 10.25 34.90625 1 27 1 \nC 23.40625 1 19.5 2.6875 16.5 7.375 \nC 15.203125 9.5625 15.203125 10.15625 15.203125 11.75 \nz\n\" id=\"CMR17-112\"/>\n       <path d=\"M 15.296875 68.6875 \nL 3.40625 67.59375 \nL 3.40625 65 \nC 9.296875 65 10.203125 64.40625 10.203125 59.640625 \nL 10.203125 6.65625 \nC 10.203125 2.875 9.796875 2.390625 3.40625 2.390625 \nL 3.40625 -0.203125 \nC 5.796875 0 10.203125 0 12.703125 0 \nC 15.296875 0 19.703125 0 22.09375 -0.203125 \nL 22.09375 2.390625 \nC 15.703125 2.390625 15.296875 2.78125 15.296875 6.65625 \nz\n\" id=\"CMR17-108\"/>\n       <path d=\"M 38.09375 23 \nC 38.5 23.40625 38.5 23.609375 38.5 24.625 \nC 38.5 34.96875 33.09375 44 21.703125 44 \nC 11.09375 44 2.703125 33.890625 2.703125 21.609375 \nC 2.703125 8.609375 12.203125 -1 22.796875 -1 \nC 34 -1 38.40625 9.484375 38.40625 11.5625 \nC 38.40625 12.25 37.796875 12.25 37.59375 12.25 \nC 36.90625 12.25 36.796875 12.046875 36.40625 10.875 \nC 34.203125 4.140625 28.703125 0.796875 23.5 0.796875 \nC 19.203125 0.796875 14.90625 3.171875 12.203125 7.5 \nC 9.09375 12.546875 9.09375 18.375 9.09375 23 \nz\nM 9.203125 24.5 \nC 9.90625 39.140625 17.59375 42.40625 21.59375 42.40625 \nC 28.40625 42.40625 33 35.890625 33.09375 24.5 \nz\n\" id=\"CMR17-101\"/>\n       <path d=\"M 36.09375 40.703125 \nC 36.90625 41.71875 36.90625 41.90625 36.90625 42.109375 \nC 36.90625 43 36.5 43 34.703125 43 \nL 4.296875 43 \nL 3.296875 27.5 \nL 5.09375 27.5 \nC 5.796875 37.203125 6.90625 41.40625 18.40625 41.40625 \nL 30.59375 41.40625 \nL 2 1.5 \nC 2 0 2.09375 0 4.203125 0 \nL 35.796875 0 \nL 37.203125 18 \nL 35.40625 18 \nC 34.59375 6.90625 33.296875 1.796875 21.09375 1.796875 \nL 8.296875 1.796875 \nz\n\" id=\"CMR17-122\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(50.89537 0)scale(0.996264)\" xlink:href=\"#CMR17-97\"/>\n      <use transform=\"translate(96.585847 0)scale(0.996264)\" xlink:href=\"#CMR17-109\"/>\n      <use transform=\"translate(173.505437 0)scale(0.996264)\" xlink:href=\"#CMR17-112\"/>\n      <use transform=\"translate(224.400807 0)scale(0.996264)\" xlink:href=\"#CMR17-108\"/>\n      <use transform=\"translate(249.271865 0)scale(0.996264)\" xlink:href=\"#CMR17-101\"/>\n      <use transform=\"translate(319.833492 0)scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(370.728862 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n      <use transform=\"translate(395.59992 0)scale(0.996264)\" xlink:href=\"#CMR17-122\"/>\n      <use transform=\"translate(436.085581 0)scale(0.996264)\" xlink:href=\"#CMR17-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_174\">\n    <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_175\">\n    <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_176\">\n    <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_177\">\n    <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_178\">\n    <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_179\">\n    <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_180\">\n    <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_181\">\n    <path clip-path=\"url(#pec8d2ebc61)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 34.899682 221.04 \nL 34.899682 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path d=\"M 369.699682 221.04 \nL 369.699682 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 34.899682 221.04 \nL 369.699682 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path d=\"M 34.899682 3.6 \nL 369.699682 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pec8d2ebc61\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"34.899682\" y=\"3.6\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "counts = value.value_counts(sort=False)\n",
    "sns.barplot(x=[str(idx) for idx in counts.index], y=counts, palette=\"RdBu_r\")\n",
    "plt.xlabel('Bins')\n",
    "plt.ylabel('Sample Size')\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "source": [
    "#### 等频分箱"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "(6.9799999999999995, 10.66]    72\n",
       "(19.0, 28.11]                  71\n",
       "(15.78, 19.0]                  71\n",
       "(14.41, 15.78]                 71\n",
       "(13.37, 14.41]                 71\n",
       "(12.47, 13.37]                 71\n",
       "(11.7, 12.47]                  71\n",
       "(10.66, 11.7]                  71\n",
       "Name: mean radius, dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 23
    }
   ],
   "source": [
    "value, cutoff = pd.qcut(df['mean radius'], 8, retbins=True)\n",
    "value.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "(array([0, 1, 2, 3, 4, 5, 6, 7]),\n",
       " [Text(0, 0, '(6.9799999999999995, 10.66]'),\n",
       "  Text(1, 0, '(10.66, 11.7]'),\n",
       "  Text(2, 0, '(11.7, 12.47]'),\n",
       "  Text(3, 0, '(12.47, 13.37]'),\n",
       "  Text(4, 0, '(13.37, 14.41]'),\n",
       "  Text(5, 0, '(14.41, 15.78]'),\n",
       "  Text(6, 0, '(15.78, 19.0]'),\n",
       "  Text(7, 0, '(19.0, 28.11]')])"
      ]
     },
     "metadata": {},
     "execution_count": 24
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"363.868598pt\" version=\"1.1\" viewBox=\"0 0 368.318347 363.868598\" width=\"368.318347pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-23T13:22:02.644320</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 363.868598 \nL 368.318347 363.868598 \nL 368.318347 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 29.918347 221.04 \nL 364.718347 221.04 \nL 364.718347 3.6 \nL 29.918347 3.6 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p40d6233a2b)\" d=\"M 34.103347 221.04 \nL 67.583347 221.04 \nL 67.583347 13.954286 \nL 34.103347 13.954286 \nz\n\" style=\"fill:#366a9d;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p40d6233a2b)\" d=\"M 75.953347 221.04 \nL 109.433347 221.04 \nL 109.433347 16.830476 \nL 75.953347 16.830476 \nz\n\" style=\"fill:#6199ba;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p40d6233a2b)\" d=\"M 117.803347 221.04 \nL 151.283347 221.04 \nL 151.283347 16.830476 \nL 117.803347 16.830476 \nz\n\" style=\"fill:#afcddc;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#p40d6233a2b)\" d=\"M 159.653347 221.04 \nL 193.133347 221.04 \nL 193.133347 16.830476 \nL 159.653347 16.830476 \nz\n\" style=\"fill:#e4ecf1;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#p40d6233a2b)\" d=\"M 201.503347 221.04 \nL 234.983347 221.04 \nL 234.983347 16.830476 \nL 201.503347 16.830476 \nz\n\" style=\"fill:#f7e8e0;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#p40d6233a2b)\" d=\"M 243.353347 221.04 \nL 276.833347 221.04 \nL 276.833347 16.830476 \nL 243.353347 16.830476 \nz\n\" style=\"fill:#ebbba5;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#p40d6233a2b)\" d=\"M 285.203347 221.04 \nL 318.683347 221.04 \nL 318.683347 16.830476 \nL 285.203347 16.830476 \nz\n\" style=\"fill:#cb7968;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#p40d6233a2b)\" d=\"M 327.053347 221.04 \nL 360.533347 221.04 \nL 360.533347 16.830476 \nL 327.053347 16.830476 \nz\n\" style=\"fill:#a3323d;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -3 \n\" id=\"m46b7b86a31\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"50.843347\" xlink:href=\"#m46b7b86a31\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3 \n\" id=\"mb225213f64\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"50.843347\" xlink:href=\"#mb225213f64\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- (6.9799999999999995, 10.66] -->\n      <g transform=\"translate(53.334007 347.412921)rotate(-90)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 30.59375 -24.390625 \nC 30.59375 -24.296875 30.59375 -24.09375 30.296875 -23.796875 \nC 25.703125 -19.125 13.40625 -6.359375 13.40625 24.703125 \nC 13.40625 55.765625 25.5 68.421875 30.40625 73.390625 \nC 30.40625 73.5 30.59375 73.703125 30.59375 74 \nC 30.59375 74.296875 30.296875 74.5 29.90625 74.5 \nC 28.796875 74.5 20.296875 67.125 15.40625 56.15625 \nC 10.40625 45.109375 9 34.359375 9 24.8125 \nC 9 17.625 9.703125 5.484375 15.703125 -7.359375 \nC 20.5 -17.734375 28.703125 -25 29.90625 -25 \nC 30.40625 -25 30.59375 -24.796875 30.59375 -24.390625 \nz\n\" id=\"CMR17-40\"/>\n        <path d=\"M 10.59375 34 \nC 10.59375 57.65625 21.796875 63 28.296875 63 \nC 30.40625 63 35.5 62.640625 37.5 59 \nC 35.90625 59 32.90625 59 32.90625 55.515625 \nC 32.90625 52.828125 35.09375 51.921875 36.5 51.921875 \nC 37.40625 51.921875 40.09375 52.3125 40.09375 55.625 \nC 40.09375 61.78125 35.09375 65.296875 28.203125 65.296875 \nC 16.296875 65.296875 3.796875 52.96875 3.796875 31 \nC 3.796875 3.953125 15.09375 -2 23.09375 -2 \nC 32.796875 -2 42 6.671875 42 20.046875 \nC 42 32.515625 33.90625 41.59375 23.703125 41.59375 \nC 17.59375 41.59375 13.09375 37.609375 10.59375 30.625 \nz\nM 23.09375 0.390625 \nC 10.796875 0.390625 10.796875 18.75 10.796875 22.4375 \nC 10.796875 29.625 14.203125 40 23.5 40 \nC 25.203125 40 30.09375 40 33.40625 33.125 \nC 35.203125 29.21875 35.203125 25.140625 35.203125 20.140625 \nC 35.203125 14.75 35.203125 10.78125 33.09375 6.78125 \nC 30.90625 2.671875 27.703125 0.390625 23.09375 0.390625 \nz\n\" id=\"CMR17-54\"/>\n        <path d=\"M 16.59375 4.078125 \nC 16.59375 6.5625 14.59375 8.15625 12.5 8.15625 \nC 10.5 8.15625 8.40625 6.5625 8.40625 4.078125 \nC 8.40625 1.59375 10.40625 0 12.5 0 \nC 14.5 0 16.59375 1.59375 16.59375 4.078125 \nz\n\" id=\"CMR17-46\"/>\n        <path d=\"M 35.203125 29.125 \nC 35.203125 7.25 26.09375 0.484375 18.59375 0.484375 \nC 16.296875 0.484375 10.703125 0.484375 8.40625 4.59375 \nC 11 4.1875 12.90625 5.578125 12.90625 8.09375 \nC 12.90625 10.8125 10.703125 11.703125 9.296875 11.703125 \nC 8.40625 11.703125 5.703125 11.296875 5.703125 7.90625 \nC 5.703125 1.109375 11.59375 -2 18.796875 -2 \nC 30.296875 -2 42 10.53125 42 32.390625 \nC 42 59.640625 30.796875 65.296875 23.203125 65.296875 \nC 13.296875 65.296875 3.796875 56.6875 3.796875 43.40625 \nC 3.796875 31.109375 11.90625 22 22.09375 22 \nC 30.5 22 34.203125 29.734375 35.203125 33 \nz\nM 22.296875 23.59375 \nC 19.59375 23.59375 15.796875 24.09375 12.703125 30.03125 \nC 10.59375 33.890625 10.59375 38.453125 10.59375 43.296875 \nC 10.59375 49.15625 10.59375 53.203125 13.40625 57.5625 \nC 14.796875 59.640625 17.40625 63 23.203125 63 \nC 35 63 35 45.078125 35 41.125 \nC 35 34.09375 31.796875 23.59375 22.296875 23.59375 \nz\n\" id=\"CMR17-57\"/>\n        <path d=\"M 45.09375 61.578125 \nL 45.09375 63.765625 \nL 21.59375 63.765625 \nC 9.90625 63.765625 9.703125 65.078125 9.296875 67 \nL 7.5 67 \nL 4.59375 48.34375 \nL 6.40625 48.34375 \nC 6.703125 50.234375 7.40625 55.3125 8.59375 57.203125 \nC 9.203125 58 16.59375 58 18.296875 58 \nL 40.296875 58 \nL 29.203125 41.578125 \nC 21.796875 30.53125 16.703125 15.609375 16.703125 2.578125 \nC 16.703125 1.390625 16.703125 -2 20.296875 -2 \nC 23.90625 -2 23.90625 1.390625 23.90625 2.671875 \nL 23.90625 7.265625 \nC 23.90625 23.5625 26.703125 34.3125 31.296875 41.1875 \nz\n\" id=\"CMR17-55\"/>\n        <path d=\"M 11.40625 57.6875 \nC 12.40625 57.28125 16.5 56 20.703125 56 \nC 30 56 35.09375 61.109375 38 64.0625 \nC 38 64.953125 38 65.5 37.40625 65.5 \nC 37.296875 65.5 37.09375 65.5 36.296875 65.046875 \nC 32.796875 63.40625 28.703125 62.078125 23.703125 62.078125 \nC 20.703125 62.078125 16.203125 62.484375 11.296875 64.671875 \nC 10.203125 65.171875 10 65.171875 9.90625 65.171875 \nC 9.40625 65.171875 9.296875 65.0625 9.296875 63.078125 \nL 9.296875 34.421875 \nC 9.296875 32.640625 9.296875 32.140625 10.296875 32.140625 \nC 10.796875 32.140625 11 32.34375 11.5 33.03125 \nC 14.703125 37.515625 19.09375 39.40625 24.09375 39.40625 \nC 27.59375 39.40625 35.09375 37.21875 35.09375 20.140625 \nC 35.09375 16.953125 35.09375 11.171875 32.09375 6.578125 \nC 29.59375 2.484375 25.703125 0.390625 21.40625 0.390625 \nC 14.796875 0.390625 8.09375 5 6.296875 12.71875 \nC 6.703125 12.609375 7.5 12.421875 7.90625 12.421875 \nC 9.203125 12.421875 11.703125 13.125 11.703125 16.21875 \nC 11.703125 18.90625 9.796875 20 7.90625 20 \nC 5.59375 20 4.09375 18.59375 4.09375 15.796875 \nC 4.09375 7.09375 11 -2 21.59375 -2 \nC 31.90625 -2 41.703125 6.875 41.703125 19.75 \nC 41.703125 31.71875 33.90625 41 24.203125 41 \nC 19.09375 41 14.796875 39.109375 11.40625 35.53125 \nz\n\" id=\"CMR17-53\"/>\n        <path d=\"M 15.796875 1.59375 \nC 16 0.703125 16 0.390625 16 -1.203125 \nC 16 -7.234375 14 -12.765625 9.796875 -17.796875 \nC 9.296875 -18.28125 9.296875 -18.484375 9.296875 -18.703125 \nC 9.296875 -19.09375 9.703125 -19.5 10.09375 -19.5 \nC 10.703125 -19.5 17.59375 -12.484375 17.59375 -1.359375 \nC 17.59375 1.9375 17.203125 8.15625 12.5 8.15625 \nC 10.296875 8.15625 8.40625 6.671875 8.40625 4.078125 \nC 8.40625 1.5 10.296875 0 12.5 0 \nC 13.703125 0 15 0.5 15.796875 1.59375 \nz\n\" id=\"CMR17-44\"/>\n        <path d=\"M 26.59375 63.40625 \nC 26.59375 65.5 26.5 65.5 25.09375 65.5 \nC 21.203125 61.1875 15.296875 59.796875 9.703125 59.796875 \nC 9.40625 59.796875 8.90625 59.796875 8.796875 59.5 \nC 8.703125 59.296875 8.703125 59.09375 8.703125 57 \nC 11.796875 57 17 57.59375 21 59.984375 \nL 21 7.203125 \nC 21 3.6875 20.796875 2.5 12.203125 2.5 \nL 9.203125 2.5 \nL 9.203125 0 \nC 14 0 19 0 23.796875 0 \nC 28.59375 0 33.59375 0 38.40625 0 \nL 38.40625 2.5 \nL 35.40625 2.5 \nC 26.796875 2.5 26.59375 3.59375 26.59375 7.15625 \nz\n\" id=\"CMR17-49\"/>\n        <path d=\"M 42 31.640625 \nC 42 37.75 41.90625 48.125 37.703125 56.109375 \nC 34 63.109375 28.09375 65.59375 22.90625 65.59375 \nC 18.09375 65.59375 12 63.40625 8.203125 56.203125 \nC 4.203125 48.71875 3.796875 39.4375 3.796875 31.640625 \nC 3.796875 25.953125 3.90625 17.28125 7 9.671875 \nC 11.296875 -0.609375 19 -2 22.90625 -2 \nC 27.5 -2 34.5 -0.109375 38.59375 9.375 \nC 41.59375 16.28125 42 24.359375 42 31.640625 \nz\nM 22.90625 -0.40625 \nC 16.5 -0.40625 12.703125 5.078125 11.296875 12.6875 \nC 10.203125 18.5625 10.203125 27.15625 10.203125 32.75 \nC 10.203125 40.4375 10.203125 46.828125 11.5 52.921875 \nC 13.40625 61.390625 19 64 22.90625 64 \nC 27 64 32.296875 61.296875 34.203125 53.125 \nC 35.5 47.4375 35.59375 40.734375 35.59375 32.75 \nC 35.59375 26.25 35.59375 18.265625 34.40625 12.375 \nC 32.296875 1.484375 26.40625 -0.40625 22.90625 -0.40625 \nz\n\" id=\"CMR17-48\"/>\n        <path d=\"M 14.296875 74.484375 \nL 1.40625 74.484375 \nL 1.40625 71 \nL 10.796875 71 \nL 10.796875 -21.515625 \nL 1.40625 -21.515625 \nL 1.40625 -25 \nL 14.296875 -25 \nz\n\" id=\"CMR17-93\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(105.842303 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(288.604212 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(334.294689 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(379.985166 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(425.675643 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(471.36612 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(517.056597 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(562.747075 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(608.437552 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(654.128029 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(699.818506 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(745.508983 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(791.19946 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(836.889937 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(891.836962 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(937.527439 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(983.217916 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(1008.088975 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(1053.779452 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(1099.469929 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"92.693347\" xlink:href=\"#m46b7b86a31\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"92.693347\" xlink:href=\"#mb225213f64\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- (10.66, 11.7] -->\n      <g transform=\"translate(95.184007 277.674227)rotate(-90)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"134.543347\" xlink:href=\"#m46b7b86a31\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"134.543347\" xlink:href=\"#mb225213f64\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- (11.7, 12.47] -->\n      <g transform=\"translate(137.034007 277.674227)rotate(-90)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 41.703125 15.453125 \nL 39.90625 15.453125 \nC 38.90625 8.375 38.09375 7.171875 37.703125 6.5625 \nC 37.203125 5.765625 30 5.765625 28.59375 5.765625 \nL 9.40625 5.765625 \nC 13 9.671875 20 16.75 28.5 24.953125 \nC 34.59375 30.734375 41.703125 37.53125 41.703125 47.421875 \nC 41.703125 59.21875 32.296875 66 21.796875 66 \nC 10.796875 66 4.09375 56.3125 4.09375 47.34375 \nC 4.09375 43.4375 7 42.9375 8.203125 42.9375 \nC 9.203125 42.9375 12.203125 43.546875 12.203125 47.03125 \nC 12.203125 50.109375 9.59375 51 8.203125 51 \nC 7.59375 51 7 50.90625 6.59375 50.703125 \nC 8.5 59.21875 14.296875 63.40625 20.40625 63.40625 \nC 29.09375 63.40625 34.796875 56.515625 34.796875 47.421875 \nC 34.796875 38.734375 29.703125 31.25 24 24.75 \nL 4.09375 2.28125 \nL 4.09375 0 \nL 39.296875 0 \nz\n\" id=\"CMR17-50\"/>\n        <path d=\"M 33.59375 64.40625 \nC 33.59375 66.5 33.5 66.5 31.703125 66.5 \nL 2 19.59375 \nL 2 17 \nL 27.796875 17 \nL 27.796875 7.140625 \nC 27.796875 3.5 27.59375 2.5 20.59375 2.5 \nL 18.703125 2.5 \nL 18.703125 0 \nC 21.90625 0 27.296875 0 30.703125 0 \nC 34.09375 0 39.5 0 42.703125 0 \nL 42.703125 2.5 \nL 40.796875 2.5 \nC 33.796875 2.5 33.59375 3.5 33.59375 7.140625 \nL 33.59375 17 \nL 43.796875 17 \nL 43.796875 19.59375 \nL 33.59375 19.59375 \nz\nM 28.09375 57.859375 \nL 28.09375 19.59375 \nL 4 19.59375 \nz\n\" id=\"CMR17-52\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(252.170282 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(368.422295 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"176.393347\" xlink:href=\"#m46b7b86a31\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"176.393347\" xlink:href=\"#mb225213f64\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- (12.47, 13.37] -->\n      <g transform=\"translate(178.884007 282.655563)rotate(-90)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 22.09375 33.703125 \nC 31 33.703125 34.90625 25.96875 34.90625 17.03125 \nC 34.90625 5 28.5 0.390625 22.703125 0.390625 \nC 17.40625 0.390625 8.796875 3.03125 6.09375 10.828125 \nC 6.59375 10.625 7.09375 10.625 7.59375 10.625 \nC 10 10.625 11.796875 12.21875 11.796875 14.8125 \nC 11.796875 17.703125 9.59375 19 7.59375 19 \nC 5.90625 19 3.296875 18.203125 3.296875 14.46875 \nC 3.296875 5.234375 12.296875 -2 22.90625 -2 \nC 34 -2 42.5 6.71875 42.5 16.953125 \nC 42.5 26.671875 34.5 33.703125 25 34.796875 \nC 32.59375 36.375 39.90625 43.0625 39.90625 52.015625 \nC 39.90625 59.6875 32 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 59.828125 5.90625 52.015625 \nC 5.90625 48.59375 8.5 48 9.796875 48 \nC 11.90625 48 13.703125 49.296875 13.703125 51.890625 \nC 13.703125 54.46875 11.90625 55.765625 9.796875 55.765625 \nC 9.40625 55.765625 8.90625 55.765625 8.5 55.578125 \nC 11.40625 61.859375 19.296875 63 22.796875 63 \nC 26.296875 63 32.90625 61.328125 32.90625 51.875 \nC 32.90625 49.109375 32.5 44.1875 29.09375 39.84375 \nC 26.09375 36 22.703125 36 19.40625 35.6875 \nC 18.90625 35.6875 16.59375 35.453125 16.203125 35.453125 \nC 15.5 35.359375 15.09375 35.265625 15.09375 34.5 \nC 15.09375 33.796875 15.203125 33.703125 17.203125 33.703125 \nz\n\" id=\"CMR17-51\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"218.243347\" xlink:href=\"#m46b7b86a31\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"218.243347\" xlink:href=\"#mb225213f64\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- (13.37, 14.41] -->\n      <g transform=\"translate(220.734007 282.655563)rotate(-90)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"260.093347\" xlink:href=\"#m46b7b86a31\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"260.093347\" xlink:href=\"#mb225213f64\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- (14.41, 15.78] -->\n      <g transform=\"translate(262.584007 282.655563)rotate(-90)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 27.203125 35.375 \nC 33.5 38.546875 39.90625 43.328125 39.90625 50.984375 \nC 39.90625 60.015625 31.09375 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 58.734375 5.90625 49.6875 \nC 5.90625 47.203125 6.5 42.921875 10.40625 39.140625 \nC 11.40625 38.15625 15.59375 35.171875 18.296875 33.28125 \nC 13.796875 30.984375 3.296875 25.53125 3.296875 14.59375 \nC 3.296875 4.359375 13.09375 -2 22.796875 -2 \nC 33.5 -2 42.5 5.65625 42.5 15.78125 \nC 42.5 24.84375 36.40625 29.015625 32.40625 31.703125 \nz\nM 14.09375 44.09375 \nC 13.296875 44.59375 9.296875 47.671875 9.296875 52.359375 \nC 9.296875 58.421875 15.59375 63 22.796875 63 \nC 30.703125 63 36.5 57.4375 36.5 50.96875 \nC 36.5 41.703125 26.09375 36.421875 25.59375 36.421875 \nC 25.5 36.421875 25.40625 36.421875 24.59375 37.03125 \nz\nM 32.5 23.734375 \nC 34 22.640625 38.796875 19.375 38.796875 13.296875 \nC 38.796875 5.953125 31.40625 0.390625 23 0.390625 \nC 13.90625 0.390625 7 6.84375 7 14.6875 \nC 7 22.546875 13.09375 29.09375 20 32.1875 \nz\n\" id=\"CMR17-56\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"301.943347\" xlink:href=\"#m46b7b86a31\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"301.943347\" xlink:href=\"#mb225213f64\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- (15.78, 19.0] -->\n      <g transform=\"translate(304.434007 277.674227)rotate(-90)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"343.793347\" xlink:href=\"#m46b7b86a31\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"343.793347\" xlink:href=\"#mb225213f64\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- (19.0, 28.11] -->\n      <g transform=\"translate(346.284007 277.674227)rotate(-90)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(252.170282 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(368.422295 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -1.5 \n\" id=\"m78a50b53e2\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.103347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_18\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 1.5 \n\" id=\"m0a91d72246\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.103347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"42.473347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"42.473347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"59.213347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"59.213347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"67.583347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"67.583347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"75.953347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"75.953347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"84.323347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"84.323347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"101.063347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"101.063347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"109.433347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"109.433347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"117.803347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"117.803347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"126.173347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"126.173347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"142.913347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"142.913347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"151.283347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"151.283347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"159.653347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"159.653347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"168.023347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"168.023347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"184.763347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"184.763347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_47\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"193.133347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_48\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"193.133347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_49\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"201.503347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_50\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"201.503347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_51\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"209.873347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_52\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"209.873347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"line2d_53\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"226.613347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_54\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"226.613347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_28\">\n     <g id=\"line2d_55\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"234.983347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_56\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"234.983347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_29\">\n     <g id=\"line2d_57\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"243.353347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"243.353347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_30\">\n     <g id=\"line2d_59\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"251.723347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_60\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"251.723347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_31\">\n     <g id=\"line2d_61\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"268.463347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_62\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"268.463347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_32\">\n     <g id=\"line2d_63\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"276.833347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_64\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"276.833347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_33\">\n     <g id=\"line2d_65\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"285.203347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_66\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"285.203347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_34\">\n     <g id=\"line2d_67\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"293.573347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_68\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"293.573347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_35\">\n     <g id=\"line2d_69\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"310.313347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_70\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"310.313347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_36\">\n     <g id=\"line2d_71\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"318.683347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_72\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"318.683347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_37\">\n     <g id=\"line2d_73\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"327.053347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_74\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"327.053347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_38\">\n     <g id=\"line2d_75\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"335.423347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_76\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"335.423347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_39\">\n     <g id=\"line2d_77\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"352.163347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_78\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"352.163347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_40\">\n     <g id=\"line2d_79\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"360.533347\" xlink:href=\"#m78a50b53e2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_80\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"360.533347\" xlink:href=\"#m0a91d72246\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_9\">\n     <!-- Bins -->\n     <g transform=\"translate(187.673934 358.331419)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 5.203125 68 \nL 5.203125 65.40625 \nC 12.09375 65.40625 13.203125 65.40625 13.203125 60.9375 \nL 13.203125 7.0625 \nC 13.203125 2.59375 12.09375 2.59375 5.203125 2.59375 \nL 5.203125 0 \nL 39.59375 0 \nC 52.40625 0 60.703125 9.109375 60.703125 18.1875 \nC 60.703125 27.203125 52.5 34.890625 41.796875 34.890625 \nC 51.40625 36.8125 58.09375 43.296875 58.09375 51 \nC 58.09375 59.40625 49.90625 68 37 68 \nz\nM 19.5 36 \nL 19.5 61.515625 \nC 19.5 64.921875 19.703125 65.40625 23.703125 65.40625 \nL 36.5 65.40625 \nC 46.40625 65.40625 50.796875 57.40625 50.796875 51.203125 \nC 50.796875 43.609375 44.703125 36 33.90625 36 \nz\nM 23.703125 2.59375 \nC 19.703125 2.59375 19.5 3.078125 19.5 6.453125 \nL 19.5 34.40625 \nL 38 34.40625 \nC 48.296875 34.40625 53.296875 25.390625 53.296875 18.15625 \nC 53.296875 10.921875 47.59375 2.59375 36.703125 2.59375 \nz\n\" id=\"CMR17-66\"/>\n       <path d=\"M 15.5 61.078125 \nC 15.5 63.265625 13.703125 65.15625 11.40625 65.15625 \nC 9.203125 65.15625 7.296875 63.375 7.296875 61.078125 \nC 7.296875 58.890625 9.09375 57 11.40625 57 \nC 13.59375 57 15.5 58.796875 15.5 61.078125 \nz\nM 3.796875 42.28125 \nL 3.796875 39.703125 \nC 9.40625 39.703125 10.203125 39.09375 10.203125 34.328125 \nL 10.203125 6.671875 \nC 10.203125 2.875 9.796875 2.390625 3.40625 2.390625 \nL 3.40625 -0.203125 \nC 5.796875 0 10.09375 0 12.59375 0 \nC 15 0 19.09375 0 21.40625 -0.203125 \nL 21.40625 2.390625 \nC 15.5 2.390625 15.296875 2.984375 15.296875 6.5625 \nL 15.296875 43.375 \nz\n\" id=\"CMR17-105\"/>\n       <path d=\"M 41.5 30.203125 \nC 41.5 35.296875 40.5 43.59375 28.703125 43.59375 \nC 20.796875 43.59375 16.703125 37.5 15.203125 33.5 \nL 15.09375 33.5 \nL 15.09375 43.59375 \nL 3.296875 42.5 \nL 3.296875 39.90625 \nC 9.203125 39.90625 10.09375 39.296875 10.09375 34.5 \nL 10.09375 6.6875 \nC 10.09375 2.875 9.703125 2.390625 3.296875 2.390625 \nL 3.296875 -0.203125 \nC 5.703125 0 10.09375 0 12.703125 0 \nC 15.296875 0 19.796875 0 22.203125 -0.203125 \nL 22.203125 2.390625 \nC 15.796875 2.390625 15.40625 2.78125 15.40625 6.6875 \nL 15.40625 25.90625 \nC 15.40625 35.109375 21 42 28 42 \nC 35.40625 42 36.203125 35.40625 36.203125 30.59375 \nL 36.203125 6.6875 \nC 36.203125 2.875 35.796875 2.390625 29.40625 2.390625 \nL 29.40625 -0.203125 \nC 31.796875 0 36.203125 0 38.796875 0 \nC 41.40625 0 45.90625 0 48.296875 -0.203125 \nL 48.296875 2.390625 \nC 41.90625 2.390625 41.5 2.78125 41.5 6.6875 \nz\n\" id=\"CMR17-110\"/>\n       <path d=\"M 30.90625 42.140625 \nC 30.90625 43.953125 30.796875 44.046875 30.203125 44.046875 \nC 29.796875 44.046875 29.703125 43.953125 28.5 42.453125 \nC 28.203125 42.046875 27.296875 41.03125 27 40.640625 \nC 23.796875 44.046875 19.296875 44.046875 17.59375 44.046875 \nC 6.5 44.046875 2.5 38.234375 2.5 32.4375 \nC 2.5 23.40625 12.703125 21.328125 15.59375 20.703125 \nC 21.90625 19.421875 24.09375 19.015625 26.203125 17.203125 \nC 27.5 16.015625 29.703125 13.8125 29.703125 10.21875 \nC 29.703125 6 27.296875 0.59375 18.09375 0.59375 \nC 9.40625 0.59375 6.296875 7.1875 4.5 15.953125 \nC 4.203125 17.34375 4.203125 17.453125 3.40625 17.453125 \nC 2.59375 17.453125 2.5 17.34375 2.5 15.359375 \nL 2.5 0.984375 \nC 2.5 -0.796875 2.59375 -0.90625 3.203125 -0.90625 \nC 3.703125 -0.90625 3.796875 -0.796875 4.296875 0 \nC 4.90625 0.890625 6.40625 3.296875 7 4.3125 \nC 9 1.609375 12.5 -1 18.09375 -1 \nC 28 -1 33.296875 4.421875 33.296875 12.25 \nC 33.296875 17.375 30.59375 20.078125 29.296875 21.28125 \nC 26.296875 24.390625 22.796875 25.09375 18.59375 25.890625 \nC 13.09375 27.109375 6.09375 28.515625 6.09375 34.640625 \nC 6.09375 37.234375 7.5 42.765625 17.59375 42.765625 \nC 28.296875 42.765625 28.90625 32.71875 29.09375 29.5 \nC 29.203125 29 29.703125 28.890625 30 28.890625 \nC 30.90625 28.890625 30.90625 29.203125 30.90625 30.90625 \nz\n\" id=\"CMR17-115\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-66\"/>\n      <use transform=\"translate(65.188754 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n      <use transform=\"translate(90.059813 0)scale(0.996264)\" xlink:href=\"#CMR17-110\"/>\n      <use transform=\"translate(140.955183 0)scale(0.996264)\" xlink:href=\"#CMR17-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_81\">\n      <path clip-path=\"url(#p40d6233a2b)\" d=\"M 29.918347 221.04 \nL 364.718347 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_82\">\n      <defs>\n       <path d=\"M 0 0 \nL 3 0 \n\" id=\"me94254767a\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#me94254767a\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_83\">\n      <defs>\n       <path d=\"M 0 0 \nL -3 0 \n\" id=\"mcf904cebc7\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#mcf904cebc7\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- $\\mathdefault{0}$ -->\n      <g transform=\"translate(21.437012 224.499249)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_84\">\n      <path clip-path=\"url(#p40d6233a2b)\" d=\"M 29.918347 192.278095 \nL 364.718347 192.278095 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_85\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#me94254767a\" y=\"192.278095\"/>\n      </g>\n     </g>\n     <g id=\"line2d_86\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#mcf904cebc7\" y=\"192.278095\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- $\\mathdefault{10}$ -->\n      <g transform=\"translate(16.455677 195.737344)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_87\">\n      <path clip-path=\"url(#p40d6233a2b)\" d=\"M 29.918347 163.51619 \nL 364.718347 163.51619 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_88\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#me94254767a\" y=\"163.51619\"/>\n      </g>\n     </g>\n     <g id=\"line2d_89\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#mcf904cebc7\" y=\"163.51619\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- $\\mathdefault{20}$ -->\n      <g transform=\"translate(16.455677 166.97544)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_90\">\n      <path clip-path=\"url(#p40d6233a2b)\" d=\"M 29.918347 134.754286 \nL 364.718347 134.754286 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_91\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#me94254767a\" y=\"134.754286\"/>\n      </g>\n     </g>\n     <g id=\"line2d_92\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#mcf904cebc7\" y=\"134.754286\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- $\\mathdefault{30}$ -->\n      <g transform=\"translate(16.455677 138.213535)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_93\">\n      <path clip-path=\"url(#p40d6233a2b)\" d=\"M 29.918347 105.992381 \nL 364.718347 105.992381 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_94\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#me94254767a\" y=\"105.992381\"/>\n      </g>\n     </g>\n     <g id=\"line2d_95\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#mcf904cebc7\" y=\"105.992381\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- $\\mathdefault{40}$ -->\n      <g transform=\"translate(16.455677 109.45163)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_96\">\n      <path clip-path=\"url(#p40d6233a2b)\" d=\"M 29.918347 77.230476 \nL 364.718347 77.230476 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_97\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#me94254767a\" y=\"77.230476\"/>\n      </g>\n     </g>\n     <g id=\"line2d_98\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#mcf904cebc7\" y=\"77.230476\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- $\\mathdefault{50}$ -->\n      <g transform=\"translate(16.455677 80.689725)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_99\">\n      <path clip-path=\"url(#p40d6233a2b)\" d=\"M 29.918347 48.468571 \nL 364.718347 48.468571 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_100\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#me94254767a\" y=\"48.468571\"/>\n      </g>\n     </g>\n     <g id=\"line2d_101\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#mcf904cebc7\" y=\"48.468571\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- $\\mathdefault{60}$ -->\n      <g transform=\"translate(16.455677 51.927821)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_102\">\n      <path clip-path=\"url(#p40d6233a2b)\" d=\"M 29.918347 19.706667 \nL 364.718347 19.706667 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_103\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#me94254767a\" y=\"19.706667\"/>\n      </g>\n     </g>\n     <g id=\"line2d_104\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#mcf904cebc7\" y=\"19.706667\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- $\\mathdefault{70}$ -->\n      <g transform=\"translate(16.455677 23.165916)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_105\">\n      <defs>\n       <path d=\"M 0 0 \nL 1.5 0 \n\" id=\"m460a6b15ed\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"215.287619\"/>\n      </g>\n     </g>\n     <g id=\"line2d_106\">\n      <defs>\n       <path d=\"M 0 0 \nL -1.5 0 \n\" id=\"m540514fb30\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"215.287619\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_107\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"209.535238\"/>\n      </g>\n     </g>\n     <g id=\"line2d_108\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"209.535238\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_109\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"203.782857\"/>\n      </g>\n     </g>\n     <g id=\"line2d_110\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"203.782857\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_111\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"198.030476\"/>\n      </g>\n     </g>\n     <g id=\"line2d_112\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"198.030476\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_113\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"186.525714\"/>\n      </g>\n     </g>\n     <g id=\"line2d_114\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"186.525714\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_115\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"180.773333\"/>\n      </g>\n     </g>\n     <g id=\"line2d_116\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"180.773333\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_117\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"175.020952\"/>\n      </g>\n     </g>\n     <g id=\"line2d_118\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"175.020952\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_119\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"169.268571\"/>\n      </g>\n     </g>\n     <g id=\"line2d_120\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"169.268571\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_17\">\n     <g id=\"line2d_121\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"157.76381\"/>\n      </g>\n     </g>\n     <g id=\"line2d_122\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"157.76381\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_18\">\n     <g id=\"line2d_123\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"152.011429\"/>\n      </g>\n     </g>\n     <g id=\"line2d_124\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"152.011429\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_19\">\n     <g id=\"line2d_125\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"146.259048\"/>\n      </g>\n     </g>\n     <g id=\"line2d_126\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"146.259048\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_20\">\n     <g id=\"line2d_127\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"140.506667\"/>\n      </g>\n     </g>\n     <g id=\"line2d_128\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"140.506667\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_21\">\n     <g id=\"line2d_129\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"129.001905\"/>\n      </g>\n     </g>\n     <g id=\"line2d_130\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"129.001905\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_22\">\n     <g id=\"line2d_131\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"123.249524\"/>\n      </g>\n     </g>\n     <g id=\"line2d_132\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"123.249524\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_23\">\n     <g id=\"line2d_133\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"117.497143\"/>\n      </g>\n     </g>\n     <g id=\"line2d_134\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"117.497143\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_24\">\n     <g id=\"line2d_135\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"111.744762\"/>\n      </g>\n     </g>\n     <g id=\"line2d_136\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"111.744762\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_25\">\n     <g id=\"line2d_137\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"100.24\"/>\n      </g>\n     </g>\n     <g id=\"line2d_138\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"100.24\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_26\">\n     <g id=\"line2d_139\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"94.487619\"/>\n      </g>\n     </g>\n     <g id=\"line2d_140\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"94.487619\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_27\">\n     <g id=\"line2d_141\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"88.735238\"/>\n      </g>\n     </g>\n     <g id=\"line2d_142\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"88.735238\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_28\">\n     <g id=\"line2d_143\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"82.982857\"/>\n      </g>\n     </g>\n     <g id=\"line2d_144\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"82.982857\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_29\">\n     <g id=\"line2d_145\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"71.478095\"/>\n      </g>\n     </g>\n     <g id=\"line2d_146\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"71.478095\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_30\">\n     <g id=\"line2d_147\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"65.725714\"/>\n      </g>\n     </g>\n     <g id=\"line2d_148\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"65.725714\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_31\">\n     <g id=\"line2d_149\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"59.973333\"/>\n      </g>\n     </g>\n     <g id=\"line2d_150\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"59.973333\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_32\">\n     <g id=\"line2d_151\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"54.220952\"/>\n      </g>\n     </g>\n     <g id=\"line2d_152\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"54.220952\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_33\">\n     <g id=\"line2d_153\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"42.71619\"/>\n      </g>\n     </g>\n     <g id=\"line2d_154\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"42.71619\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_34\">\n     <g id=\"line2d_155\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"36.96381\"/>\n      </g>\n     </g>\n     <g id=\"line2d_156\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"36.96381\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_35\">\n     <g id=\"line2d_157\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"31.211429\"/>\n      </g>\n     </g>\n     <g id=\"line2d_158\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"31.211429\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_36\">\n     <g id=\"line2d_159\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"25.459048\"/>\n      </g>\n     </g>\n     <g id=\"line2d_160\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"25.459048\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_37\">\n     <g id=\"line2d_161\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"13.954286\"/>\n      </g>\n     </g>\n     <g id=\"line2d_162\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"13.954286\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_38\">\n     <g id=\"line2d_163\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"29.918347\" xlink:href=\"#m460a6b15ed\" y=\"8.201905\"/>\n      </g>\n     </g>\n     <g id=\"line2d_164\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.718347\" xlink:href=\"#m540514fb30\" y=\"8.201905\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_18\">\n     <!-- Sample Size -->\n     <g transform=\"translate(10.518498 138.333609)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 43.796875 67.03125 \nC 43.796875 68.8125 43.703125 68.921875 43.09375 68.921875 \nC 42.5 68.921875 42.296875 68.515625 41.90625 67.625 \nL 38.90625 61.046875 \nC 35.09375 66.515625 29.296875 69 23 69 \nC 12.796875 69 4.59375 60.953125 4.59375 50.828125 \nC 4.59375 47.75 5.296875 43.375 8.703125 39.21875 \nC 12.40625 34.65625 15.90625 33.859375 23.90625 31.765625 \nC 26.90625 30.96875 31.90625 29.671875 32.90625 29.28125 \nC 38.59375 26.90625 41.59375 20.953125 41.59375 15.390625 \nC 41.59375 8.234375 36.5 0.59375 27.796875 0.59375 \nC 17.09375 0.59375 7.09375 6.546875 6.40625 20.484375 \nC 6.296875 22.078125 6.203125 22.171875 5.5 22.171875 \nC 4.703125 22.171875 4.59375 22.078125 4.59375 20.078125 \nL 4.59375 -0.015625 \nC 4.59375 -1.796875 4.703125 -1.90625 5.296875 -1.90625 \nC 6 -1.90625 6.203125 -1.40625 7.59375 1.6875 \nC 7.703125 1.984375 7.703125 2.1875 9.59375 5.953125 \nC 14.59375 -0.609375 23 -2 27.796875 -2 \nC 38.703125 -2 46.40625 7.046875 46.40625 17.5625 \nC 46.40625 22.71875 44.5 26.6875 43.40625 28.484375 \nC 39.203125 34.84375 34.703125 36.03125 29.90625 37.21875 \nC 29.203125 37.53125 29 37.53125 23.40625 38.90625 \nC 18 40.296875 15.703125 41 13.203125 43.6875 \nC 10.40625 46.75 9.40625 49.9375 9.40625 53.109375 \nC 9.40625 59.5625 14.59375 66.609375 23.09375 66.609375 \nC 33.703125 66.609375 40.296875 59.15625 41.796875 46.765625 \nC 42.09375 44.96875 42.203125 44.875 42.90625 44.875 \nC 43.796875 44.875 43.796875 45.171875 43.796875 46.859375 \nz\n\" id=\"CMR17-83\"/>\n       <path d=\"M 36 25.828125 \nC 36 32.375 36 35.84375 31.796875 39.734375 \nC 28.09375 43 23.796875 44 20.40625 44 \nC 12.5 44 6.796875 37.609375 6.796875 30.796875 \nC 6.796875 27 9.796875 27 10.40625 27 \nC 11.703125 27 14 27.78125 14 30.53125 \nC 14 33 12.09375 34.078125 10.40625 34.078125 \nC 10 34.078125 9.5 33.96875 9.203125 33.875 \nC 11.296875 40.5 16.703125 42.40625 20.203125 42.40625 \nC 25.203125 42.40625 30.703125 37.953125 30.703125 29.453125 \nL 30.703125 25 \nC 24.796875 25 17.703125 24.203125 12.09375 21.203125 \nC 5.796875 17.703125 4 12.703125 4 8.90625 \nC 4 1.203125 13 -1 18.296875 -1 \nC 23.796875 -1 28.90625 2.171875 31.09375 7.984375 \nC 31.296875 3.640625 34.09375 -0.28125 38.5 -0.28125 \nC 40.59375 -0.28125 45.90625 1.09375 45.90625 8.859375 \nL 45.90625 14.375 \nL 44.09375 14.375 \nL 44.09375 8.78125 \nC 44.09375 2.78125 41.40625 2 40.09375 2 \nC 36 2 36 7.15625 36 11.53125 \nz\nM 30.703125 13.59375 \nC 30.703125 4.953125 24.5 0.59375 19 0.59375 \nC 14 0.59375 10.09375 4.296875 10.09375 8.90625 \nC 10.09375 11.890625 11.40625 17.1875 17.203125 20.390625 \nC 22 23.09375 27.5 23.5 30.703125 23.5 \nz\n\" id=\"CMR17-97\"/>\n       <path d=\"M 67.59375 30.203125 \nC 67.59375 35.1875 66.703125 43.59375 54.796875 43.59375 \nC 48 43.59375 43.296875 39 41.5 33.609375 \nL 41.40625 33.609375 \nC 40.203125 41.8125 34.296875 43.59375 28.703125 43.59375 \nC 20.796875 43.59375 16.703125 37.5 15.203125 33.5 \nL 15.09375 33.5 \nL 15.09375 43.59375 \nL 3.296875 42.5 \nL 3.296875 39.90625 \nC 9.203125 39.90625 10.09375 39.296875 10.09375 34.5 \nL 10.09375 6.6875 \nC 10.09375 2.875 9.703125 2.390625 3.296875 2.390625 \nL 3.296875 -0.203125 \nC 5.703125 0 10.09375 0 12.703125 0 \nC 15.296875 0 19.796875 0 22.203125 -0.203125 \nL 22.203125 2.390625 \nC 15.796875 2.390625 15.40625 2.78125 15.40625 6.6875 \nL 15.40625 25.90625 \nC 15.40625 35.109375 21 42 28 42 \nC 35.40625 42 36.203125 35.40625 36.203125 30.59375 \nL 36.203125 6.6875 \nC 36.203125 2.875 35.796875 2.390625 29.40625 2.390625 \nL 29.40625 -0.203125 \nC 31.796875 0 36.203125 0 38.796875 0 \nC 41.40625 0 45.90625 0 48.296875 -0.203125 \nL 48.296875 2.390625 \nC 41.90625 2.390625 41.5 2.78125 41.5 6.6875 \nL 41.5 25.90625 \nC 41.5 35.109375 47.09375 42 54.09375 42 \nC 61.5 42 62.296875 35.40625 62.296875 30.59375 \nL 62.296875 6.6875 \nC 62.296875 2.875 61.90625 2.390625 55.5 2.390625 \nL 55.5 -0.203125 \nC 57.90625 0 62.296875 0 64.90625 0 \nC 67.5 0 72 0 74.40625 -0.203125 \nL 74.40625 2.390625 \nC 68 2.390625 67.59375 2.78125 67.59375 6.6875 \nz\n\" id=\"CMR17-109\"/>\n       <path d=\"M 22 -16.609375 \nC 15.59375 -16.609375 15.203125 -16.203125 15.203125 -12.328125 \nL 15.203125 6.28125 \nC 18.09375 2.09375 22.296875 -0.59375 27.59375 -0.59375 \nC 37.59375 -0.59375 47.703125 8.171875 47.703125 21.6875 \nC 47.703125 34.234375 39 43.78125 28.703125 43.78125 \nC 22.703125 43.78125 17.796875 40.5 15 36.53125 \nL 15 43.78125 \nL 3.09375 42.6875 \nL 3.09375 40.109375 \nC 9 40.109375 9.90625 39.5 9.90625 34.734375 \nL 9.90625 -12.328125 \nC 9.90625 -16.109375 9.5 -16.609375 3.09375 -16.609375 \nL 3.09375 -19.1875 \nC 5.5 -19 9.90625 -19 12.5 -19 \nC 15.09375 -19 19.59375 -19 22 -19.1875 \nz\nM 15.203125 31.4375 \nC 15.203125 32.84375 15.203125 34.921875 19.09375 38.609375 \nC 19.59375 39.015625 23 42 28 42 \nC 35.296875 42 41.296875 32.9375 41.296875 21.59375 \nC 41.296875 10.25 34.90625 1 27 1 \nC 23.40625 1 19.5 2.6875 16.5 7.375 \nC 15.203125 9.5625 15.203125 10.15625 15.203125 11.75 \nz\n\" id=\"CMR17-112\"/>\n       <path d=\"M 15.296875 68.6875 \nL 3.40625 67.59375 \nL 3.40625 65 \nC 9.296875 65 10.203125 64.40625 10.203125 59.640625 \nL 10.203125 6.65625 \nC 10.203125 2.875 9.796875 2.390625 3.40625 2.390625 \nL 3.40625 -0.203125 \nC 5.796875 0 10.203125 0 12.703125 0 \nC 15.296875 0 19.703125 0 22.09375 -0.203125 \nL 22.09375 2.390625 \nC 15.703125 2.390625 15.296875 2.78125 15.296875 6.65625 \nz\n\" id=\"CMR17-108\"/>\n       <path d=\"M 38.09375 23 \nC 38.5 23.40625 38.5 23.609375 38.5 24.625 \nC 38.5 34.96875 33.09375 44 21.703125 44 \nC 11.09375 44 2.703125 33.890625 2.703125 21.609375 \nC 2.703125 8.609375 12.203125 -1 22.796875 -1 \nC 34 -1 38.40625 9.484375 38.40625 11.5625 \nC 38.40625 12.25 37.796875 12.25 37.59375 12.25 \nC 36.90625 12.25 36.796875 12.046875 36.40625 10.875 \nC 34.203125 4.140625 28.703125 0.796875 23.5 0.796875 \nC 19.203125 0.796875 14.90625 3.171875 12.203125 7.5 \nC 9.09375 12.546875 9.09375 18.375 9.09375 23 \nz\nM 9.203125 24.5 \nC 9.90625 39.140625 17.59375 42.40625 21.59375 42.40625 \nC 28.40625 42.40625 33 35.890625 33.09375 24.5 \nz\n\" id=\"CMR17-101\"/>\n       <path d=\"M 36.09375 40.703125 \nC 36.90625 41.71875 36.90625 41.90625 36.90625 42.109375 \nC 36.90625 43 36.5 43 34.703125 43 \nL 4.296875 43 \nL 3.296875 27.5 \nL 5.09375 27.5 \nC 5.796875 37.203125 6.90625 41.40625 18.40625 41.40625 \nL 30.59375 41.40625 \nL 2 1.5 \nC 2 0 2.09375 0 4.203125 0 \nL 35.796875 0 \nL 37.203125 18 \nL 35.40625 18 \nC 34.59375 6.90625 33.296875 1.796875 21.09375 1.796875 \nL 8.296875 1.796875 \nz\n\" id=\"CMR17-122\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(50.89537 0)scale(0.996264)\" xlink:href=\"#CMR17-97\"/>\n      <use transform=\"translate(96.585847 0)scale(0.996264)\" xlink:href=\"#CMR17-109\"/>\n      <use transform=\"translate(173.505437 0)scale(0.996264)\" xlink:href=\"#CMR17-112\"/>\n      <use transform=\"translate(224.400807 0)scale(0.996264)\" xlink:href=\"#CMR17-108\"/>\n      <use transform=\"translate(249.271865 0)scale(0.996264)\" xlink:href=\"#CMR17-101\"/>\n      <use transform=\"translate(319.833492 0)scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(370.728862 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n      <use transform=\"translate(395.59992 0)scale(0.996264)\" xlink:href=\"#CMR17-122\"/>\n      <use transform=\"translate(436.085581 0)scale(0.996264)\" xlink:href=\"#CMR17-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_165\">\n    <path clip-path=\"url(#p40d6233a2b)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_166\">\n    <path clip-path=\"url(#p40d6233a2b)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_167\">\n    <path clip-path=\"url(#p40d6233a2b)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_168\">\n    <path clip-path=\"url(#p40d6233a2b)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_169\">\n    <path clip-path=\"url(#p40d6233a2b)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_170\">\n    <path clip-path=\"url(#p40d6233a2b)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_171\">\n    <path clip-path=\"url(#p40d6233a2b)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_172\">\n    <path clip-path=\"url(#p40d6233a2b)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 29.918347 221.04 \nL 29.918347 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path d=\"M 364.718347 221.04 \nL 364.718347 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 29.918347 221.04 \nL 364.718347 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path d=\"M 29.918347 3.6 \nL 364.718347 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p40d6233a2b\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"29.918347\" y=\"3.6\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "counts = value.value_counts(sort=False)\n",
    "sns.barplot(x=[str(idx) for idx in counts.index], y=counts, palette=\"RdBu_r\")\n",
    "plt.xlabel('Bins')\n",
    "plt.ylabel('Sample Size')\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "(4.333, 6.0]      2\n",
       "(2.667, 4.333]    2\n",
       "(0.999, 2.667]    2\n",
       "dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 25
    }
   ],
   "source": [
    "# 正常情况，1/2属于一箱，3/4属于一箱，5/6属于一箱\n",
    "s1 = pd.Series([1, 2, 3, 4, 5, 6])\n",
    "value, cutoff = pd.qcut(s1, 3, retbins=True)\n",
    "value.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "(3.667, 6.0]      6\n",
       "(0.999, 3.667]    3\n",
       "dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 26
    }
   ],
   "source": [
    "# 当某一特定值出现次数特别多时\n",
    "s2 = pd.Series([1, 2, 3, 4, 5, 6, 6, 6, 6])\n",
    "value, cutoff = pd.qcut(s2, 3, duplicates='drop', retbins=True)\n",
    "value.value_counts()"
   ]
  },
  {
   "source": [
    "#### 基于sklearn决策树离散化"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "# max_depth=3，表示进行3次划分构造3层的树结构\n",
    "def dt_enptropy_cut(x, y, feature, max_depth=3, criterion='entropy'): # gini\n",
    "    dt = DecisionTreeClassifier(criterion=criterion, max_depth=max_depth)\n",
    "    dt.fit(x.values.reshape(-1, 1), y)\n",
    "    qts = dt.tree_.threshold[np.where(dt.tree_.children_left > -1)]\n",
    "    if qts.shape[0] == 0:\n",
    "        qts = np.array([np.median(data[:, feature])])\n",
    "    else:\n",
    "        qts = np.sort(qts)\n",
    "    return qts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[-inf, 10.945, 13.095, 13.705, 15.045, 17.8, 17.88, inf]"
      ]
     },
     "metadata": {},
     "execution_count": 28
    }
   ],
   "source": [
    "cutoff = dt_enptropy_cut(df['mean radius'], df['target'], ['mean radius'], max_depth=3, criterion='entropy')\n",
    "cutoff = cutoff.tolist()\n",
    "bins = [np.round(x, 3) for x in cutoff]\n",
    "# 注意，该数据序列中只给出6个点，相当于只分了7箱\n",
    "bins.insert(0, -np.inf)\n",
    "bins.append(np.inf)\n",
    "bins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "(array([0, 1, 2, 3, 4, 5, 6]),\n",
       " [Text(0, 0, '(-inf, 10.945]'),\n",
       "  Text(1, 0, '(10.945, 13.095]'),\n",
       "  Text(2, 0, '(13.095, 13.705]'),\n",
       "  Text(3, 0, '(13.705, 15.045]'),\n",
       "  Text(4, 0, '(15.045, 17.8]'),\n",
       "  Text(5, 0, '(17.8, 17.88]'),\n",
       "  Text(6, 0, '(17.88, inf]')])"
      ]
     },
     "metadata": {},
     "execution_count": 29
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"309.07391pt\" version=\"1.1\" viewBox=\"0 0 373.299682 309.07391\" width=\"373.299682pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-23T13:22:07.164778</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 309.07391 \nL 373.299682 309.07391 \nL 373.299682 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 34.899682 221.04 \nL 369.699682 221.04 \nL 369.699682 3.6 \nL 34.899682 3.6 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pe0533adc12)\" d=\"M 39.68254 221.04 \nL 77.945397 221.04 \nL 77.945397 128.247494 \nL 39.68254 128.247494 \nz\n\" style=\"fill:#3b71a1;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pe0533adc12)\" d=\"M 87.511111 221.04 \nL 125.773968 221.04 \nL 125.773968 13.954286 \nL 87.511111 13.954286 \nz\n\" style=\"fill:#78a9c4;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#pe0533adc12)\" d=\"M 135.339682 221.04 \nL 173.60254 221.04 \nL 173.60254 165.59082 \nL 135.339682 165.59082 \nz\n\" style=\"fill:#c7dce7;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#pe0533adc12)\" d=\"M 183.168254 221.04 \nL 221.431111 221.04 \nL 221.431111 127.115878 \nL 183.168254 127.115878 \nz\n\" style=\"fill:#f7f6f6;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#pe0533adc12)\" d=\"M 230.996825 221.04 \nL 269.259682 221.04 \nL 269.259682 137.300422 \nL 230.996825 137.300422 \nz\n\" style=\"fill:#f2cfbd;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#pe0533adc12)\" d=\"M 278.825397 221.04 \nL 317.088254 221.04 \nL 317.088254 219.908384 \nL 278.825397 219.908384 \nz\n\" style=\"fill:#d48a76;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#pe0533adc12)\" d=\"M 326.653968 221.04 \nL 364.916825 221.04 \nL 364.916825 111.273255 \nL 326.653968 111.273255 \nz\n\" style=\"fill:#a73a42;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -3 \n\" id=\"m8516251c37\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"58.813968\" xlink:href=\"#m8516251c37\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3 \n\" id=\"mdb632a3a51\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"58.813968\" xlink:href=\"#mdb632a3a51\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- (-inf, 10.945] -->\n      <g transform=\"translate(61.304628 279.611406)rotate(-90)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 30.59375 -24.390625 \nC 30.59375 -24.296875 30.59375 -24.09375 30.296875 -23.796875 \nC 25.703125 -19.125 13.40625 -6.359375 13.40625 24.703125 \nC 13.40625 55.765625 25.5 68.421875 30.40625 73.390625 \nC 30.40625 73.5 30.59375 73.703125 30.59375 74 \nC 30.59375 74.296875 30.296875 74.5 29.90625 74.5 \nC 28.796875 74.5 20.296875 67.125 15.40625 56.15625 \nC 10.40625 45.109375 9 34.359375 9 24.8125 \nC 9 17.625 9.703125 5.484375 15.703125 -7.359375 \nC 20.5 -17.734375 28.703125 -25 29.90625 -25 \nC 30.40625 -25 30.59375 -24.796875 30.59375 -24.390625 \nz\n\" id=\"CMR17-40\"/>\n        <path d=\"M 25.5 19 \nL 25.5 23.375 \nL 0.40625 23.375 \nL 0.40625 19 \nz\n\" id=\"CMR17-45\"/>\n        <path d=\"M 15.5 61.078125 \nC 15.5 63.265625 13.703125 65.15625 11.40625 65.15625 \nC 9.203125 65.15625 7.296875 63.375 7.296875 61.078125 \nC 7.296875 58.890625 9.09375 57 11.40625 57 \nC 13.59375 57 15.5 58.796875 15.5 61.078125 \nz\nM 3.796875 42.28125 \nL 3.796875 39.703125 \nC 9.40625 39.703125 10.203125 39.09375 10.203125 34.328125 \nL 10.203125 6.671875 \nC 10.203125 2.875 9.796875 2.390625 3.40625 2.390625 \nL 3.40625 -0.203125 \nC 5.796875 0 10.09375 0 12.59375 0 \nC 15 0 19.09375 0 21.40625 -0.203125 \nL 21.40625 2.390625 \nC 15.5 2.390625 15.296875 2.984375 15.296875 6.5625 \nL 15.296875 43.375 \nz\n\" id=\"CMR17-105\"/>\n        <path d=\"M 41.5 30.203125 \nC 41.5 35.296875 40.5 43.59375 28.703125 43.59375 \nC 20.796875 43.59375 16.703125 37.5 15.203125 33.5 \nL 15.09375 33.5 \nL 15.09375 43.59375 \nL 3.296875 42.5 \nL 3.296875 39.90625 \nC 9.203125 39.90625 10.09375 39.296875 10.09375 34.5 \nL 10.09375 6.6875 \nC 10.09375 2.875 9.703125 2.390625 3.296875 2.390625 \nL 3.296875 -0.203125 \nC 5.703125 0 10.09375 0 12.703125 0 \nC 15.296875 0 19.796875 0 22.203125 -0.203125 \nL 22.203125 2.390625 \nC 15.796875 2.390625 15.40625 2.78125 15.40625 6.6875 \nL 15.40625 25.90625 \nC 15.40625 35.109375 21 42 28 42 \nC 35.40625 42 36.203125 35.40625 36.203125 30.59375 \nL 36.203125 6.6875 \nC 36.203125 2.875 35.796875 2.390625 29.40625 2.390625 \nL 29.40625 -0.203125 \nC 31.796875 0 36.203125 0 38.796875 0 \nC 41.40625 0 45.90625 0 48.296875 -0.203125 \nL 48.296875 2.390625 \nC 41.90625 2.390625 41.5 2.78125 41.5 6.6875 \nz\n\" id=\"CMR17-110\"/>\n        <path d=\"M 15.296875 40 \nL 26.703125 40 \nL 26.703125 42.578125 \nL 15.09375 42.578125 \nL 15.09375 54.59375 \nC 15.09375 62.84375 19.296875 68 23.59375 68 \nC 24.90625 68 26.40625 67.609375 27.40625 66.90625 \nC 26.59375 66.703125 24.5 66.015625 24.5 63.546875 \nC 24.5 60.953125 26.5 60.15625 27.90625 60.15625 \nC 29.296875 60.15625 31.296875 60.953125 31.296875 63.546875 \nC 31.296875 67.3125 27.703125 69.59375 23.703125 69.59375 \nC 18 69.59375 10.203125 64.9375 10.203125 54.390625 \nL 10.203125 42.578125 \nL 2.203125 42.578125 \nL 2.203125 40 \nL 10.203125 40 \nL 10.203125 6.671875 \nC 10.203125 2.875 9.796875 2.390625 3.40625 2.390625 \nL 3.40625 -0.203125 \nC 5.796875 0 10.40625 0 13 0 \nC 15.90625 0 21 0 23.703125 -0.203125 \nL 23.703125 2.390625 \nC 16.5 2.390625 15.296875 2.390625 15.296875 6.859375 \nz\n\" id=\"CMR17-102\"/>\n        <path d=\"M 15.796875 1.59375 \nC 16 0.703125 16 0.390625 16 -1.203125 \nC 16 -7.234375 14 -12.765625 9.796875 -17.796875 \nC 9.296875 -18.28125 9.296875 -18.484375 9.296875 -18.703125 \nC 9.296875 -19.09375 9.703125 -19.5 10.09375 -19.5 \nC 10.703125 -19.5 17.59375 -12.484375 17.59375 -1.359375 \nC 17.59375 1.9375 17.203125 8.15625 12.5 8.15625 \nC 10.296875 8.15625 8.40625 6.671875 8.40625 4.078125 \nC 8.40625 1.5 10.296875 0 12.5 0 \nC 13.703125 0 15 0.5 15.796875 1.59375 \nz\n\" id=\"CMR17-44\"/>\n        <path d=\"M 26.59375 63.40625 \nC 26.59375 65.5 26.5 65.5 25.09375 65.5 \nC 21.203125 61.1875 15.296875 59.796875 9.703125 59.796875 \nC 9.40625 59.796875 8.90625 59.796875 8.796875 59.5 \nC 8.703125 59.296875 8.703125 59.09375 8.703125 57 \nC 11.796875 57 17 57.59375 21 59.984375 \nL 21 7.203125 \nC 21 3.6875 20.796875 2.5 12.203125 2.5 \nL 9.203125 2.5 \nL 9.203125 0 \nC 14 0 19 0 23.796875 0 \nC 28.59375 0 33.59375 0 38.40625 0 \nL 38.40625 2.5 \nL 35.40625 2.5 \nC 26.796875 2.5 26.59375 3.59375 26.59375 7.15625 \nz\n\" id=\"CMR17-49\"/>\n        <path d=\"M 42 31.640625 \nC 42 37.75 41.90625 48.125 37.703125 56.109375 \nC 34 63.109375 28.09375 65.59375 22.90625 65.59375 \nC 18.09375 65.59375 12 63.40625 8.203125 56.203125 \nC 4.203125 48.71875 3.796875 39.4375 3.796875 31.640625 \nC 3.796875 25.953125 3.90625 17.28125 7 9.671875 \nC 11.296875 -0.609375 19 -2 22.90625 -2 \nC 27.5 -2 34.5 -0.109375 38.59375 9.375 \nC 41.59375 16.28125 42 24.359375 42 31.640625 \nz\nM 22.90625 -0.40625 \nC 16.5 -0.40625 12.703125 5.078125 11.296875 12.6875 \nC 10.203125 18.5625 10.203125 27.15625 10.203125 32.75 \nC 10.203125 40.4375 10.203125 46.828125 11.5 52.921875 \nC 13.40625 61.390625 19 64 22.90625 64 \nC 27 64 32.296875 61.296875 34.203125 53.125 \nC 35.5 47.4375 35.59375 40.734375 35.59375 32.75 \nC 35.59375 26.25 35.59375 18.265625 34.40625 12.375 \nC 32.296875 1.484375 26.40625 -0.40625 22.90625 -0.40625 \nz\n\" id=\"CMR17-48\"/>\n        <path d=\"M 16.59375 4.078125 \nC 16.59375 6.5625 14.59375 8.15625 12.5 8.15625 \nC 10.5 8.15625 8.40625 6.5625 8.40625 4.078125 \nC 8.40625 1.59375 10.40625 0 12.5 0 \nC 14.5 0 16.59375 1.59375 16.59375 4.078125 \nz\n\" id=\"CMR17-46\"/>\n        <path d=\"M 35.203125 29.125 \nC 35.203125 7.25 26.09375 0.484375 18.59375 0.484375 \nC 16.296875 0.484375 10.703125 0.484375 8.40625 4.59375 \nC 11 4.1875 12.90625 5.578125 12.90625 8.09375 \nC 12.90625 10.8125 10.703125 11.703125 9.296875 11.703125 \nC 8.40625 11.703125 5.703125 11.296875 5.703125 7.90625 \nC 5.703125 1.109375 11.59375 -2 18.796875 -2 \nC 30.296875 -2 42 10.53125 42 32.390625 \nC 42 59.640625 30.796875 65.296875 23.203125 65.296875 \nC 13.296875 65.296875 3.796875 56.6875 3.796875 43.40625 \nC 3.796875 31.109375 11.90625 22 22.09375 22 \nC 30.5 22 34.203125 29.734375 35.203125 33 \nz\nM 22.296875 23.59375 \nC 19.59375 23.59375 15.796875 24.09375 12.703125 30.03125 \nC 10.59375 33.890625 10.59375 38.453125 10.59375 43.296875 \nC 10.59375 49.15625 10.59375 53.203125 13.40625 57.5625 \nC 14.796875 59.640625 17.40625 63 23.203125 63 \nC 35 63 35 45.078125 35 41.125 \nC 35 34.09375 31.796875 23.59375 22.296875 23.59375 \nz\n\" id=\"CMR17-57\"/>\n        <path d=\"M 33.59375 64.40625 \nC 33.59375 66.5 33.5 66.5 31.703125 66.5 \nL 2 19.59375 \nL 2 17 \nL 27.796875 17 \nL 27.796875 7.140625 \nC 27.796875 3.5 27.59375 2.5 20.59375 2.5 \nL 18.703125 2.5 \nL 18.703125 0 \nC 21.90625 0 27.296875 0 30.703125 0 \nC 34.09375 0 39.5 0 42.703125 0 \nL 42.703125 2.5 \nL 40.796875 2.5 \nC 33.796875 2.5 33.59375 3.5 33.59375 7.140625 \nL 33.59375 17 \nL 43.796875 17 \nL 43.796875 19.59375 \nL 33.59375 19.59375 \nz\nM 28.09375 57.859375 \nL 28.09375 19.59375 \nL 4 19.59375 \nz\n\" id=\"CMR17-52\"/>\n        <path d=\"M 11.40625 57.6875 \nC 12.40625 57.28125 16.5 56 20.703125 56 \nC 30 56 35.09375 61.109375 38 64.0625 \nC 38 64.953125 38 65.5 37.40625 65.5 \nC 37.296875 65.5 37.09375 65.5 36.296875 65.046875 \nC 32.796875 63.40625 28.703125 62.078125 23.703125 62.078125 \nC 20.703125 62.078125 16.203125 62.484375 11.296875 64.671875 \nC 10.203125 65.171875 10 65.171875 9.90625 65.171875 \nC 9.40625 65.171875 9.296875 65.0625 9.296875 63.078125 \nL 9.296875 34.421875 \nC 9.296875 32.640625 9.296875 32.140625 10.296875 32.140625 \nC 10.796875 32.140625 11 32.34375 11.5 33.03125 \nC 14.703125 37.515625 19.09375 39.40625 24.09375 39.40625 \nC 27.59375 39.40625 35.09375 37.21875 35.09375 20.140625 \nC 35.09375 16.953125 35.09375 11.171875 32.09375 6.578125 \nC 29.59375 2.484375 25.703125 0.390625 21.40625 0.390625 \nC 14.796875 0.390625 8.09375 5 6.296875 12.71875 \nC 6.703125 12.609375 7.5 12.421875 7.90625 12.421875 \nC 9.203125 12.421875 11.703125 13.125 11.703125 16.21875 \nC 11.703125 18.90625 9.796875 20 7.90625 20 \nC 5.59375 20 4.09375 18.59375 4.09375 15.796875 \nC 4.09375 7.09375 11 -2 21.59375 -2 \nC 31.90625 -2 41.703125 6.875 41.703125 19.75 \nC 41.703125 31.71875 33.90625 41 24.203125 41 \nC 19.09375 41 14.796875 39.109375 11.40625 35.53125 \nz\n\" id=\"CMR17-53\"/>\n        <path d=\"M 14.296875 74.484375 \nL 1.40625 74.484375 \nL 1.40625 71 \nL 10.796875 71 \nL 10.796875 -21.515625 \nL 1.40625 -21.515625 \nL 1.40625 -25 \nL 14.296875 -25 \nz\n\" id=\"CMR17-93\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-45\"/>\n       <use transform=\"translate(65.356734 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n       <use transform=\"translate(90.227793 0)scale(0.996264)\" xlink:href=\"#CMR17-110\"/>\n       <use transform=\"translate(141.123162 0)scale(0.996264)\" xlink:href=\"#CMR17-102\"/>\n       <use transform=\"translate(168.596675 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(223.5437 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(269.234177 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(314.924654 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(339.795712 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(385.486189 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(431.176667 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(476.867144 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"106.64254\" xlink:href=\"#m8516251c37\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"106.64254\" xlink:href=\"#mdb632a3a51\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- (10.945, 13.095] -->\n      <g transform=\"translate(109.1332 292.618233)rotate(-90)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 22.09375 33.703125 \nC 31 33.703125 34.90625 25.96875 34.90625 17.03125 \nC 34.90625 5 28.5 0.390625 22.703125 0.390625 \nC 17.40625 0.390625 8.796875 3.03125 6.09375 10.828125 \nC 6.59375 10.625 7.09375 10.625 7.59375 10.625 \nC 10 10.625 11.796875 12.21875 11.796875 14.8125 \nC 11.796875 17.703125 9.59375 19 7.59375 19 \nC 5.90625 19 3.296875 18.203125 3.296875 14.46875 \nC 3.296875 5.234375 12.296875 -2 22.90625 -2 \nC 34 -2 42.5 6.71875 42.5 16.953125 \nC 42.5 26.671875 34.5 33.703125 25 34.796875 \nC 32.59375 36.375 39.90625 43.0625 39.90625 52.015625 \nC 39.90625 59.6875 32 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 59.828125 5.90625 52.015625 \nC 5.90625 48.59375 8.5 48 9.796875 48 \nC 11.90625 48 13.703125 49.296875 13.703125 51.890625 \nC 13.703125 54.46875 11.90625 55.765625 9.796875 55.765625 \nC 9.40625 55.765625 8.90625 55.765625 8.5 55.578125 \nC 11.40625 61.859375 19.296875 63 22.796875 63 \nC 26.296875 63 32.90625 61.328125 32.90625 51.875 \nC 32.90625 49.109375 32.5 44.1875 29.09375 39.84375 \nC 26.09375 36 22.703125 36 19.40625 35.6875 \nC 18.90625 35.6875 16.59375 35.453125 16.203125 35.453125 \nC 15.5 35.359375 15.09375 35.265625 15.09375 34.5 \nC 15.09375 33.796875 15.203125 33.703125 17.203125 33.703125 \nz\n\" id=\"CMR17-51\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(288.604212 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(434.932191 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(551.184204 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(596.874681 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"154.471111\" xlink:href=\"#m8516251c37\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"154.471111\" xlink:href=\"#mdb632a3a51\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- (13.095, 13.705] -->\n      <g transform=\"translate(156.961771 292.618233)rotate(-90)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 45.09375 61.578125 \nL 45.09375 63.765625 \nL 21.59375 63.765625 \nC 9.90625 63.765625 9.703125 65.078125 9.296875 67 \nL 7.5 67 \nL 4.59375 48.34375 \nL 6.40625 48.34375 \nC 6.703125 50.234375 7.40625 55.3125 8.59375 57.203125 \nC 9.203125 58 16.59375 58 18.296875 58 \nL 40.296875 58 \nL 29.203125 41.578125 \nC 21.796875 30.53125 16.703125 15.609375 16.703125 2.578125 \nC 16.703125 1.390625 16.703125 -2 20.296875 -2 \nC 23.90625 -2 23.90625 1.390625 23.90625 2.671875 \nL 23.90625 7.265625 \nC 23.90625 23.5625 26.703125 34.3125 31.296875 41.1875 \nz\n\" id=\"CMR17-55\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-57\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(288.604212 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(434.932191 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(551.184204 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(596.874681 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"202.299682\" xlink:href=\"#m8516251c37\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"202.299682\" xlink:href=\"#mdb632a3a51\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- (13.705, 15.045] -->\n      <g transform=\"translate(204.790342 292.618233)rotate(-90)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(288.604212 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(434.932191 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(551.184204 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(596.874681 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"250.128254\" xlink:href=\"#m8516251c37\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"250.128254\" xlink:href=\"#mdb632a3a51\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- (15.045, 17.8] -->\n      <g transform=\"translate(252.618914 282.655563)rotate(-90)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 27.203125 35.375 \nC 33.5 38.546875 39.90625 43.328125 39.90625 50.984375 \nC 39.90625 60.015625 31.09375 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 58.734375 5.90625 49.6875 \nC 5.90625 47.203125 6.5 42.921875 10.40625 39.140625 \nC 11.40625 38.15625 15.59375 35.171875 18.296875 33.28125 \nC 13.796875 30.984375 3.296875 25.53125 3.296875 14.59375 \nC 3.296875 4.359375 13.09375 -2 22.796875 -2 \nC 33.5 -2 42.5 5.65625 42.5 15.78125 \nC 42.5 24.84375 36.40625 29.015625 32.40625 31.703125 \nz\nM 14.09375 44.09375 \nC 13.296875 44.59375 9.296875 47.671875 9.296875 52.359375 \nC 9.296875 58.421875 15.59375 63 22.796875 63 \nC 30.703125 63 36.5 57.4375 36.5 50.96875 \nC 36.5 41.703125 26.09375 36.421875 25.59375 36.421875 \nC 25.5 36.421875 25.40625 36.421875 24.59375 37.03125 \nz\nM 32.5 23.734375 \nC 34 22.640625 38.796875 19.375 38.796875 13.296875 \nC 38.796875 5.953125 31.40625 0.390625 23 0.390625 \nC 13.90625 0.390625 7 6.84375 7 14.6875 \nC 7 22.546875 13.09375 29.09375 20 32.1875 \nz\n\" id=\"CMR17-56\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(288.604212 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(434.932191 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"297.956825\" xlink:href=\"#m8516251c37\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"297.956825\" xlink:href=\"#mdb632a3a51\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- (17.8, 17.88] -->\n      <g transform=\"translate(300.447485 277.674227)rotate(-90)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(252.170282 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(368.422295 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"345.785397\" xlink:href=\"#m8516251c37\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"345.785397\" xlink:href=\"#mdb632a3a51\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- (17.88, inf] -->\n      <g transform=\"translate(348.276057 272.084076)rotate(-90)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n       <use transform=\"translate(322.731818 0)scale(0.996264)\" xlink:href=\"#CMR17-110\"/>\n       <use transform=\"translate(373.627188 0)scale(0.996264)\" xlink:href=\"#CMR17-102\"/>\n       <use transform=\"translate(407.006213 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_15\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -1.5 \n\" id=\"m77d317dabc\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"39.68254\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_16\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 1.5 \n\" id=\"me01c3d69a2\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"39.68254\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"49.248254\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"49.248254\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"68.379682\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"68.379682\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"77.945397\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"77.945397\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"87.511111\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"87.511111\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"97.076825\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"97.076825\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"116.208254\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"116.208254\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"125.773968\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"125.773968\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"135.339682\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"135.339682\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"144.905397\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"144.905397\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.036825\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.036825\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"173.60254\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"173.60254\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"183.168254\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"183.168254\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"192.733968\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"192.733968\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"211.865397\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"211.865397\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"221.431111\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"221.431111\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_47\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"230.996825\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_48\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"230.996825\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_49\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"240.56254\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_50\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"240.56254\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_51\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"259.693968\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_52\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"259.693968\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"line2d_53\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"269.259682\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_54\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"269.259682\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_28\">\n     <g id=\"line2d_55\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"278.825397\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_56\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"278.825397\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_29\">\n     <g id=\"line2d_57\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"288.391111\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"288.391111\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_30\">\n     <g id=\"line2d_59\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"307.52254\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_60\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"307.52254\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_31\">\n     <g id=\"line2d_61\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"317.088254\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_62\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"317.088254\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_32\">\n     <g id=\"line2d_63\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"326.653968\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_64\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"326.653968\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_33\">\n     <g id=\"line2d_65\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"336.219682\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_66\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"336.219682\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_34\">\n     <g id=\"line2d_67\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"355.351111\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_68\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"355.351111\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_35\">\n     <g id=\"line2d_69\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.916825\" xlink:href=\"#m77d317dabc\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_70\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"364.916825\" xlink:href=\"#me01c3d69a2\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_8\">\n     <!-- Bins -->\n     <g transform=\"translate(192.655269 303.536732)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 5.203125 68 \nL 5.203125 65.40625 \nC 12.09375 65.40625 13.203125 65.40625 13.203125 60.9375 \nL 13.203125 7.0625 \nC 13.203125 2.59375 12.09375 2.59375 5.203125 2.59375 \nL 5.203125 0 \nL 39.59375 0 \nC 52.40625 0 60.703125 9.109375 60.703125 18.1875 \nC 60.703125 27.203125 52.5 34.890625 41.796875 34.890625 \nC 51.40625 36.8125 58.09375 43.296875 58.09375 51 \nC 58.09375 59.40625 49.90625 68 37 68 \nz\nM 19.5 36 \nL 19.5 61.515625 \nC 19.5 64.921875 19.703125 65.40625 23.703125 65.40625 \nL 36.5 65.40625 \nC 46.40625 65.40625 50.796875 57.40625 50.796875 51.203125 \nC 50.796875 43.609375 44.703125 36 33.90625 36 \nz\nM 23.703125 2.59375 \nC 19.703125 2.59375 19.5 3.078125 19.5 6.453125 \nL 19.5 34.40625 \nL 38 34.40625 \nC 48.296875 34.40625 53.296875 25.390625 53.296875 18.15625 \nC 53.296875 10.921875 47.59375 2.59375 36.703125 2.59375 \nz\n\" id=\"CMR17-66\"/>\n       <path d=\"M 30.90625 42.140625 \nC 30.90625 43.953125 30.796875 44.046875 30.203125 44.046875 \nC 29.796875 44.046875 29.703125 43.953125 28.5 42.453125 \nC 28.203125 42.046875 27.296875 41.03125 27 40.640625 \nC 23.796875 44.046875 19.296875 44.046875 17.59375 44.046875 \nC 6.5 44.046875 2.5 38.234375 2.5 32.4375 \nC 2.5 23.40625 12.703125 21.328125 15.59375 20.703125 \nC 21.90625 19.421875 24.09375 19.015625 26.203125 17.203125 \nC 27.5 16.015625 29.703125 13.8125 29.703125 10.21875 \nC 29.703125 6 27.296875 0.59375 18.09375 0.59375 \nC 9.40625 0.59375 6.296875 7.1875 4.5 15.953125 \nC 4.203125 17.34375 4.203125 17.453125 3.40625 17.453125 \nC 2.59375 17.453125 2.5 17.34375 2.5 15.359375 \nL 2.5 0.984375 \nC 2.5 -0.796875 2.59375 -0.90625 3.203125 -0.90625 \nC 3.703125 -0.90625 3.796875 -0.796875 4.296875 0 \nC 4.90625 0.890625 6.40625 3.296875 7 4.3125 \nC 9 1.609375 12.5 -1 18.09375 -1 \nC 28 -1 33.296875 4.421875 33.296875 12.25 \nC 33.296875 17.375 30.59375 20.078125 29.296875 21.28125 \nC 26.296875 24.390625 22.796875 25.09375 18.59375 25.890625 \nC 13.09375 27.109375 6.09375 28.515625 6.09375 34.640625 \nC 6.09375 37.234375 7.5 42.765625 17.59375 42.765625 \nC 28.296875 42.765625 28.90625 32.71875 29.09375 29.5 \nC 29.203125 29 29.703125 28.890625 30 28.890625 \nC 30.90625 28.890625 30.90625 29.203125 30.90625 30.90625 \nz\n\" id=\"CMR17-115\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-66\"/>\n      <use transform=\"translate(65.188754 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n      <use transform=\"translate(90.059813 0)scale(0.996264)\" xlink:href=\"#CMR17-110\"/>\n      <use transform=\"translate(140.955183 0)scale(0.996264)\" xlink:href=\"#CMR17-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_71\">\n      <path clip-path=\"url(#pe0533adc12)\" d=\"M 34.899682 221.04 \nL 369.699682 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_72\">\n      <defs>\n       <path d=\"M 0 0 \nL 3 0 \n\" id=\"m2e18056e77\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m2e18056e77\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_73\">\n      <defs>\n       <path d=\"M 0 0 \nL -3 0 \n\" id=\"m2e1c038199\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2e1c038199\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- $\\mathdefault{0}$ -->\n      <g transform=\"translate(26.418347 224.499249)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_74\">\n      <path clip-path=\"url(#pe0533adc12)\" d=\"M 34.899682 192.749602 \nL 369.699682 192.749602 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_75\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m2e18056e77\" y=\"192.749602\"/>\n      </g>\n     </g>\n     <g id=\"line2d_76\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2e1c038199\" y=\"192.749602\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- $\\mathdefault{25}$ -->\n      <g transform=\"translate(21.437012 196.208851)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 41.703125 15.453125 \nL 39.90625 15.453125 \nC 38.90625 8.375 38.09375 7.171875 37.703125 6.5625 \nC 37.203125 5.765625 30 5.765625 28.59375 5.765625 \nL 9.40625 5.765625 \nC 13 9.671875 20 16.75 28.5 24.953125 \nC 34.59375 30.734375 41.703125 37.53125 41.703125 47.421875 \nC 41.703125 59.21875 32.296875 66 21.796875 66 \nC 10.796875 66 4.09375 56.3125 4.09375 47.34375 \nC 4.09375 43.4375 7 42.9375 8.203125 42.9375 \nC 9.203125 42.9375 12.203125 43.546875 12.203125 47.03125 \nC 12.203125 50.109375 9.59375 51 8.203125 51 \nC 7.59375 51 7 50.90625 6.59375 50.703125 \nC 8.5 59.21875 14.296875 63.40625 20.40625 63.40625 \nC 29.09375 63.40625 34.796875 56.515625 34.796875 47.421875 \nC 34.796875 38.734375 29.703125 31.25 24 24.75 \nL 4.09375 2.28125 \nL 4.09375 0 \nL 39.296875 0 \nz\n\" id=\"CMR17-50\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_77\">\n      <path clip-path=\"url(#pe0533adc12)\" d=\"M 34.899682 164.459204 \nL 369.699682 164.459204 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_78\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m2e18056e77\" y=\"164.459204\"/>\n      </g>\n     </g>\n     <g id=\"line2d_79\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2e1c038199\" y=\"164.459204\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- $\\mathdefault{50}$ -->\n      <g transform=\"translate(21.437012 167.918453)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_80\">\n      <path clip-path=\"url(#pe0533adc12)\" d=\"M 34.899682 136.168806 \nL 369.699682 136.168806 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_81\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m2e18056e77\" y=\"136.168806\"/>\n      </g>\n     </g>\n     <g id=\"line2d_82\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2e1c038199\" y=\"136.168806\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- $\\mathdefault{75}$ -->\n      <g transform=\"translate(21.437012 139.628055)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_83\">\n      <path clip-path=\"url(#pe0533adc12)\" d=\"M 34.899682 107.878407 \nL 369.699682 107.878407 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_84\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m2e18056e77\" y=\"107.878407\"/>\n      </g>\n     </g>\n     <g id=\"line2d_85\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2e1c038199\" y=\"107.878407\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- $\\mathdefault{100}$ -->\n      <g transform=\"translate(16.455677 111.337657)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_86\">\n      <path clip-path=\"url(#pe0533adc12)\" d=\"M 34.899682 79.588009 \nL 369.699682 79.588009 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_87\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m2e18056e77\" y=\"79.588009\"/>\n      </g>\n     </g>\n     <g id=\"line2d_88\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2e1c038199\" y=\"79.588009\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- $\\mathdefault{125}$ -->\n      <g transform=\"translate(16.455677 83.047259)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_89\">\n      <path clip-path=\"url(#pe0533adc12)\" d=\"M 34.899682 51.297611 \nL 369.699682 51.297611 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_90\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m2e18056e77\" y=\"51.297611\"/>\n      </g>\n     </g>\n     <g id=\"line2d_91\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2e1c038199\" y=\"51.297611\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- $\\mathdefault{150}$ -->\n      <g transform=\"translate(16.455677 54.75686)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_92\">\n      <path clip-path=\"url(#pe0533adc12)\" d=\"M 34.899682 23.007213 \nL 369.699682 23.007213 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_93\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m2e18056e77\" y=\"23.007213\"/>\n      </g>\n     </g>\n     <g id=\"line2d_94\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2e1c038199\" y=\"23.007213\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- $\\mathdefault{175}$ -->\n      <g transform=\"translate(16.455677 26.466462)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_95\">\n      <defs>\n       <path d=\"M 0 0 \nL 1.5 0 \n\" id=\"me1f4ce5c43\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"215.38192\"/>\n      </g>\n     </g>\n     <g id=\"line2d_96\">\n      <defs>\n       <path d=\"M 0 0 \nL -1.5 0 \n\" id=\"mec2b426d94\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"215.38192\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_97\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"209.723841\"/>\n      </g>\n     </g>\n     <g id=\"line2d_98\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"209.723841\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_99\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"204.065761\"/>\n      </g>\n     </g>\n     <g id=\"line2d_100\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"204.065761\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_101\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"198.407681\"/>\n      </g>\n     </g>\n     <g id=\"line2d_102\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"198.407681\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_103\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"187.091522\"/>\n      </g>\n     </g>\n     <g id=\"line2d_104\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"187.091522\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_105\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"181.433443\"/>\n      </g>\n     </g>\n     <g id=\"line2d_106\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"181.433443\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_107\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"175.775363\"/>\n      </g>\n     </g>\n     <g id=\"line2d_108\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"175.775363\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_109\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"170.117283\"/>\n      </g>\n     </g>\n     <g id=\"line2d_110\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"170.117283\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_17\">\n     <g id=\"line2d_111\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"158.801124\"/>\n      </g>\n     </g>\n     <g id=\"line2d_112\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"158.801124\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_18\">\n     <g id=\"line2d_113\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"153.143044\"/>\n      </g>\n     </g>\n     <g id=\"line2d_114\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"153.143044\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_19\">\n     <g id=\"line2d_115\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"147.484965\"/>\n      </g>\n     </g>\n     <g id=\"line2d_116\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"147.484965\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_20\">\n     <g id=\"line2d_117\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"141.826885\"/>\n      </g>\n     </g>\n     <g id=\"line2d_118\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"141.826885\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_21\">\n     <g id=\"line2d_119\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"130.510726\"/>\n      </g>\n     </g>\n     <g id=\"line2d_120\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"130.510726\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_22\">\n     <g id=\"line2d_121\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"124.852646\"/>\n      </g>\n     </g>\n     <g id=\"line2d_122\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"124.852646\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_23\">\n     <g id=\"line2d_123\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"119.194567\"/>\n      </g>\n     </g>\n     <g id=\"line2d_124\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"119.194567\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_24\">\n     <g id=\"line2d_125\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"113.536487\"/>\n      </g>\n     </g>\n     <g id=\"line2d_126\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"113.536487\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_25\">\n     <g id=\"line2d_127\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"102.220328\"/>\n      </g>\n     </g>\n     <g id=\"line2d_128\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"102.220328\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_26\">\n     <g id=\"line2d_129\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"96.562248\"/>\n      </g>\n     </g>\n     <g id=\"line2d_130\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"96.562248\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_27\">\n     <g id=\"line2d_131\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"90.904169\"/>\n      </g>\n     </g>\n     <g id=\"line2d_132\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"90.904169\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_28\">\n     <g id=\"line2d_133\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"85.246089\"/>\n      </g>\n     </g>\n     <g id=\"line2d_134\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"85.246089\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_29\">\n     <g id=\"line2d_135\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"73.92993\"/>\n      </g>\n     </g>\n     <g id=\"line2d_136\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"73.92993\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_30\">\n     <g id=\"line2d_137\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"68.27185\"/>\n      </g>\n     </g>\n     <g id=\"line2d_138\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"68.27185\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_31\">\n     <g id=\"line2d_139\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"62.61377\"/>\n      </g>\n     </g>\n     <g id=\"line2d_140\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"62.61377\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_32\">\n     <g id=\"line2d_141\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"56.955691\"/>\n      </g>\n     </g>\n     <g id=\"line2d_142\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"56.955691\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_33\">\n     <g id=\"line2d_143\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"45.639532\"/>\n      </g>\n     </g>\n     <g id=\"line2d_144\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"45.639532\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_34\">\n     <g id=\"line2d_145\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"39.981452\"/>\n      </g>\n     </g>\n     <g id=\"line2d_146\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"39.981452\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_35\">\n     <g id=\"line2d_147\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"34.323372\"/>\n      </g>\n     </g>\n     <g id=\"line2d_148\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"34.323372\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_36\">\n     <g id=\"line2d_149\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"28.665293\"/>\n      </g>\n     </g>\n     <g id=\"line2d_150\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"28.665293\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_37\">\n     <g id=\"line2d_151\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"17.349133\"/>\n      </g>\n     </g>\n     <g id=\"line2d_152\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"17.349133\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_38\">\n     <g id=\"line2d_153\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"11.691054\"/>\n      </g>\n     </g>\n     <g id=\"line2d_154\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"11.691054\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_39\">\n     <g id=\"line2d_155\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#me1f4ce5c43\" y=\"6.032974\"/>\n      </g>\n     </g>\n     <g id=\"line2d_156\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mec2b426d94\" y=\"6.032974\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_17\">\n     <!-- Sample Size -->\n     <g transform=\"translate(10.518498 138.333609)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 43.796875 67.03125 \nC 43.796875 68.8125 43.703125 68.921875 43.09375 68.921875 \nC 42.5 68.921875 42.296875 68.515625 41.90625 67.625 \nL 38.90625 61.046875 \nC 35.09375 66.515625 29.296875 69 23 69 \nC 12.796875 69 4.59375 60.953125 4.59375 50.828125 \nC 4.59375 47.75 5.296875 43.375 8.703125 39.21875 \nC 12.40625 34.65625 15.90625 33.859375 23.90625 31.765625 \nC 26.90625 30.96875 31.90625 29.671875 32.90625 29.28125 \nC 38.59375 26.90625 41.59375 20.953125 41.59375 15.390625 \nC 41.59375 8.234375 36.5 0.59375 27.796875 0.59375 \nC 17.09375 0.59375 7.09375 6.546875 6.40625 20.484375 \nC 6.296875 22.078125 6.203125 22.171875 5.5 22.171875 \nC 4.703125 22.171875 4.59375 22.078125 4.59375 20.078125 \nL 4.59375 -0.015625 \nC 4.59375 -1.796875 4.703125 -1.90625 5.296875 -1.90625 \nC 6 -1.90625 6.203125 -1.40625 7.59375 1.6875 \nC 7.703125 1.984375 7.703125 2.1875 9.59375 5.953125 \nC 14.59375 -0.609375 23 -2 27.796875 -2 \nC 38.703125 -2 46.40625 7.046875 46.40625 17.5625 \nC 46.40625 22.71875 44.5 26.6875 43.40625 28.484375 \nC 39.203125 34.84375 34.703125 36.03125 29.90625 37.21875 \nC 29.203125 37.53125 29 37.53125 23.40625 38.90625 \nC 18 40.296875 15.703125 41 13.203125 43.6875 \nC 10.40625 46.75 9.40625 49.9375 9.40625 53.109375 \nC 9.40625 59.5625 14.59375 66.609375 23.09375 66.609375 \nC 33.703125 66.609375 40.296875 59.15625 41.796875 46.765625 \nC 42.09375 44.96875 42.203125 44.875 42.90625 44.875 \nC 43.796875 44.875 43.796875 45.171875 43.796875 46.859375 \nz\n\" id=\"CMR17-83\"/>\n       <path d=\"M 36 25.828125 \nC 36 32.375 36 35.84375 31.796875 39.734375 \nC 28.09375 43 23.796875 44 20.40625 44 \nC 12.5 44 6.796875 37.609375 6.796875 30.796875 \nC 6.796875 27 9.796875 27 10.40625 27 \nC 11.703125 27 14 27.78125 14 30.53125 \nC 14 33 12.09375 34.078125 10.40625 34.078125 \nC 10 34.078125 9.5 33.96875 9.203125 33.875 \nC 11.296875 40.5 16.703125 42.40625 20.203125 42.40625 \nC 25.203125 42.40625 30.703125 37.953125 30.703125 29.453125 \nL 30.703125 25 \nC 24.796875 25 17.703125 24.203125 12.09375 21.203125 \nC 5.796875 17.703125 4 12.703125 4 8.90625 \nC 4 1.203125 13 -1 18.296875 -1 \nC 23.796875 -1 28.90625 2.171875 31.09375 7.984375 \nC 31.296875 3.640625 34.09375 -0.28125 38.5 -0.28125 \nC 40.59375 -0.28125 45.90625 1.09375 45.90625 8.859375 \nL 45.90625 14.375 \nL 44.09375 14.375 \nL 44.09375 8.78125 \nC 44.09375 2.78125 41.40625 2 40.09375 2 \nC 36 2 36 7.15625 36 11.53125 \nz\nM 30.703125 13.59375 \nC 30.703125 4.953125 24.5 0.59375 19 0.59375 \nC 14 0.59375 10.09375 4.296875 10.09375 8.90625 \nC 10.09375 11.890625 11.40625 17.1875 17.203125 20.390625 \nC 22 23.09375 27.5 23.5 30.703125 23.5 \nz\n\" id=\"CMR17-97\"/>\n       <path d=\"M 67.59375 30.203125 \nC 67.59375 35.1875 66.703125 43.59375 54.796875 43.59375 \nC 48 43.59375 43.296875 39 41.5 33.609375 \nL 41.40625 33.609375 \nC 40.203125 41.8125 34.296875 43.59375 28.703125 43.59375 \nC 20.796875 43.59375 16.703125 37.5 15.203125 33.5 \nL 15.09375 33.5 \nL 15.09375 43.59375 \nL 3.296875 42.5 \nL 3.296875 39.90625 \nC 9.203125 39.90625 10.09375 39.296875 10.09375 34.5 \nL 10.09375 6.6875 \nC 10.09375 2.875 9.703125 2.390625 3.296875 2.390625 \nL 3.296875 -0.203125 \nC 5.703125 0 10.09375 0 12.703125 0 \nC 15.296875 0 19.796875 0 22.203125 -0.203125 \nL 22.203125 2.390625 \nC 15.796875 2.390625 15.40625 2.78125 15.40625 6.6875 \nL 15.40625 25.90625 \nC 15.40625 35.109375 21 42 28 42 \nC 35.40625 42 36.203125 35.40625 36.203125 30.59375 \nL 36.203125 6.6875 \nC 36.203125 2.875 35.796875 2.390625 29.40625 2.390625 \nL 29.40625 -0.203125 \nC 31.796875 0 36.203125 0 38.796875 0 \nC 41.40625 0 45.90625 0 48.296875 -0.203125 \nL 48.296875 2.390625 \nC 41.90625 2.390625 41.5 2.78125 41.5 6.6875 \nL 41.5 25.90625 \nC 41.5 35.109375 47.09375 42 54.09375 42 \nC 61.5 42 62.296875 35.40625 62.296875 30.59375 \nL 62.296875 6.6875 \nC 62.296875 2.875 61.90625 2.390625 55.5 2.390625 \nL 55.5 -0.203125 \nC 57.90625 0 62.296875 0 64.90625 0 \nC 67.5 0 72 0 74.40625 -0.203125 \nL 74.40625 2.390625 \nC 68 2.390625 67.59375 2.78125 67.59375 6.6875 \nz\n\" id=\"CMR17-109\"/>\n       <path d=\"M 22 -16.609375 \nC 15.59375 -16.609375 15.203125 -16.203125 15.203125 -12.328125 \nL 15.203125 6.28125 \nC 18.09375 2.09375 22.296875 -0.59375 27.59375 -0.59375 \nC 37.59375 -0.59375 47.703125 8.171875 47.703125 21.6875 \nC 47.703125 34.234375 39 43.78125 28.703125 43.78125 \nC 22.703125 43.78125 17.796875 40.5 15 36.53125 \nL 15 43.78125 \nL 3.09375 42.6875 \nL 3.09375 40.109375 \nC 9 40.109375 9.90625 39.5 9.90625 34.734375 \nL 9.90625 -12.328125 \nC 9.90625 -16.109375 9.5 -16.609375 3.09375 -16.609375 \nL 3.09375 -19.1875 \nC 5.5 -19 9.90625 -19 12.5 -19 \nC 15.09375 -19 19.59375 -19 22 -19.1875 \nz\nM 15.203125 31.4375 \nC 15.203125 32.84375 15.203125 34.921875 19.09375 38.609375 \nC 19.59375 39.015625 23 42 28 42 \nC 35.296875 42 41.296875 32.9375 41.296875 21.59375 \nC 41.296875 10.25 34.90625 1 27 1 \nC 23.40625 1 19.5 2.6875 16.5 7.375 \nC 15.203125 9.5625 15.203125 10.15625 15.203125 11.75 \nz\n\" id=\"CMR17-112\"/>\n       <path d=\"M 15.296875 68.6875 \nL 3.40625 67.59375 \nL 3.40625 65 \nC 9.296875 65 10.203125 64.40625 10.203125 59.640625 \nL 10.203125 6.65625 \nC 10.203125 2.875 9.796875 2.390625 3.40625 2.390625 \nL 3.40625 -0.203125 \nC 5.796875 0 10.203125 0 12.703125 0 \nC 15.296875 0 19.703125 0 22.09375 -0.203125 \nL 22.09375 2.390625 \nC 15.703125 2.390625 15.296875 2.78125 15.296875 6.65625 \nz\n\" id=\"CMR17-108\"/>\n       <path d=\"M 38.09375 23 \nC 38.5 23.40625 38.5 23.609375 38.5 24.625 \nC 38.5 34.96875 33.09375 44 21.703125 44 \nC 11.09375 44 2.703125 33.890625 2.703125 21.609375 \nC 2.703125 8.609375 12.203125 -1 22.796875 -1 \nC 34 -1 38.40625 9.484375 38.40625 11.5625 \nC 38.40625 12.25 37.796875 12.25 37.59375 12.25 \nC 36.90625 12.25 36.796875 12.046875 36.40625 10.875 \nC 34.203125 4.140625 28.703125 0.796875 23.5 0.796875 \nC 19.203125 0.796875 14.90625 3.171875 12.203125 7.5 \nC 9.09375 12.546875 9.09375 18.375 9.09375 23 \nz\nM 9.203125 24.5 \nC 9.90625 39.140625 17.59375 42.40625 21.59375 42.40625 \nC 28.40625 42.40625 33 35.890625 33.09375 24.5 \nz\n\" id=\"CMR17-101\"/>\n       <path d=\"M 36.09375 40.703125 \nC 36.90625 41.71875 36.90625 41.90625 36.90625 42.109375 \nC 36.90625 43 36.5 43 34.703125 43 \nL 4.296875 43 \nL 3.296875 27.5 \nL 5.09375 27.5 \nC 5.796875 37.203125 6.90625 41.40625 18.40625 41.40625 \nL 30.59375 41.40625 \nL 2 1.5 \nC 2 0 2.09375 0 4.203125 0 \nL 35.796875 0 \nL 37.203125 18 \nL 35.40625 18 \nC 34.59375 6.90625 33.296875 1.796875 21.09375 1.796875 \nL 8.296875 1.796875 \nz\n\" id=\"CMR17-122\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(50.89537 0)scale(0.996264)\" xlink:href=\"#CMR17-97\"/>\n      <use transform=\"translate(96.585847 0)scale(0.996264)\" xlink:href=\"#CMR17-109\"/>\n      <use transform=\"translate(173.505437 0)scale(0.996264)\" xlink:href=\"#CMR17-112\"/>\n      <use transform=\"translate(224.400807 0)scale(0.996264)\" xlink:href=\"#CMR17-108\"/>\n      <use transform=\"translate(249.271865 0)scale(0.996264)\" xlink:href=\"#CMR17-101\"/>\n      <use transform=\"translate(319.833492 0)scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(370.728862 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n      <use transform=\"translate(395.59992 0)scale(0.996264)\" xlink:href=\"#CMR17-122\"/>\n      <use transform=\"translate(436.085581 0)scale(0.996264)\" xlink:href=\"#CMR17-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_157\">\n    <path clip-path=\"url(#pe0533adc12)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_158\">\n    <path clip-path=\"url(#pe0533adc12)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_159\">\n    <path clip-path=\"url(#pe0533adc12)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_160\">\n    <path clip-path=\"url(#pe0533adc12)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_161\">\n    <path clip-path=\"url(#pe0533adc12)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_162\">\n    <path clip-path=\"url(#pe0533adc12)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_163\">\n    <path clip-path=\"url(#pe0533adc12)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 34.899682 221.04 \nL 34.899682 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 369.699682 221.04 \nL 369.699682 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path d=\"M 34.899682 221.04 \nL 369.699682 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 34.899682 3.6 \nL 369.699682 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pe0533adc12\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"34.899682\" y=\"3.6\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "value = pd.cut(df['mean radius'], bins=bins)\n",
    "counts = value.value_counts(sort=False)\n",
    "sns.barplot(x=[str(idx) for idx in counts.index], y=counts, palette=\"RdBu_r\")\n",
    "plt.xlabel('Bins')\n",
    "plt.ylabel('Sample Size')\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "source": [
    "#### 信息熵分箱算法实现\n",
    "\n",
    "1. 计算原始信息熵\n",
    "\n",
    "2. 对于数据中的每个潜在分割点计算以该点划分后各部分的信息熵\n",
    "\n",
    "3. 计算信息（熵）增益\n",
    "\n",
    "4. 选择信息增益最大值对应的分割点\n",
    "\n",
    "5. 递归地对每个分箱后的部分执行2/3/4，直到满足终止条件位置。终止条件一般为：\n",
    "\n",
    "    - 到达指定的分箱数\n",
    "\n",
    "    - 当信息增益小于某一阈值\n",
    "\n",
    "    - 其他经验条件"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "class entropy:\n",
    "    '''计算离散随机变量的熵\n",
    "    x, y: pd.Series 类型\n",
    "    '''\n",
    "    @staticmethod\n",
    "    def entropy(x):\n",
    "        '''信息熵'''\n",
    "        p = x.value_counts(normalize=True)\n",
    "        p = p[p > 0]\n",
    "        e = -(p * np.log2(p)).sum()\n",
    "        return e\n",
    "    \n",
    "    @staticmethod\n",
    "    def cond_entropy(x, y):\n",
    "        '''条件熵'''\n",
    "        p = y.value_counts(normalize=True)\n",
    "        e = 0\n",
    "        for yi in y.unique():\n",
    "            e += p[yi] * entropy.entropy(x[y == yi])\n",
    "        return e\n",
    "    \n",
    "    @staticmethod\n",
    "    def info_gain(x, y):\n",
    "        '''信息增益'''\n",
    "        g = entropy.entropy(x) - entropy.cond_entropy(x, y)\n",
    "        return g\n",
    "\n",
    "\n",
    "def cut_by_entropy(df, label, loop=3, min_count=5, margin=0.01):\n",
    "    '''停止准则：\n",
    "    1. 已到循环次数\n",
    "    2. 信息增益增加小于阈值（用最小熵，不便定义熵值的大小）\n",
    "    '''\n",
    "    assert len(df.columns) == 2, 'not support'\n",
    "\n",
    "    def _is_too_small(df, min_count):\n",
    "        '''待分裂的区间样本数要求'''\n",
    "        return df.shape[0] < min_count\n",
    "    \n",
    "    def _is_only_one_class(df, label):\n",
    "        '''待分箱的序列已经是同一类别了'''\n",
    "        return len(df[label].unique().tolist()) == 1\n",
    "\n",
    "    def _get_best_points(df, label, feature_col, loop=3, min_count=5, margin=0.01):\n",
    "        if loop == 0 or _is_only_one_class(df, label) or _is_too_small(df, min_count):\n",
    "            print('loop end.')\n",
    "            return [None]\n",
    "        else:\n",
    "            # 计算信息增益\n",
    "            gain, max_p = get_max_gain_point(df, label, feature_col)\n",
    "            print('max_p={}, gain={}'.format(max_p, gain))\n",
    "            # 信息增益小于指定阈值时停止分箱\n",
    "            if gain < margin:\n",
    "                return [None]\n",
    "            \n",
    "            # 左闭，右开\n",
    "            left = df.loc[df[feature_col] < max_p, :]\n",
    "            right = df.loc[df[feature_col] >= max_p, :]\n",
    "\n",
    "            if _is_only_one_class(left, label) or _is_only_one_class(right, label) or _is_too_small(left, min_count) or _is_too_small(right, min_count):\n",
    "                print('     不满足要求，该分隔点去除')\n",
    "                return [None]\n",
    "\n",
    "\n",
    "            # 递归分箱\n",
    "            return [max_p] + \\\n",
    "                _get_best_points(left, label, feature_col, loop - 1, margin) + \\\n",
    "                _get_best_points(right, label, feature_col, loop - 1, margin)\n",
    "    \n",
    "    feature_col = [aa for aa in df.columns.tolist() if aa != label][0]\n",
    "    points = _get_best_points(df, label, feature_col, loop, margin)\n",
    "    points = [p for p in points if p is not None]\n",
    "    points = list(set(points))\n",
    "    points.sort()\n",
    "    return points\n",
    "\n",
    "\n",
    "def get_max_gain_point(df, label, feature_col):\n",
    "    '''\n",
    "    分箱后，使用离散方法计算信息增益\n",
    "    注意这里的for实现效率较低，实践中请先粗分类\n",
    "    '''\n",
    "    gain, max_p = -1, -1\n",
    "    ps = df[feature_col].unique().tolist()\n",
    "    ps.sort()\n",
    "\n",
    "    if len(ps) < 2:\n",
    "        return -1, None\n",
    "    \n",
    "    for pp in ps:\n",
    "        tmp = (df[feature_col] < pp).astype(int)\n",
    "        g = entropy.info_gain(df[label], tmp)\n",
    "        if g > gain:\n",
    "            gain = g\n",
    "            max_p = pp\n",
    "    return gain, max_p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "max_p=15.05, gain=0.4629862529990506\n",
      "max_p=13.11, gain=0.07679344919283099\n",
      "max_p=10.95, gain=0.02701401365980899\n",
      "     不满足要求，该分隔点去除\n",
      "max_p=13.71, gain=0.015068640676456302\n",
      "loop end.\n",
      "loop end.\n",
      "max_p=17.91, gain=0.08068906189021191\n",
      "     不满足要求，该分隔点去除\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[-inf, 13.11, 13.71, 15.05, inf]"
      ]
     },
     "metadata": {},
     "execution_count": 31
    }
   ],
   "source": [
    "cutoff = cut_by_entropy(df[['mean radius', 'target']], 'target', min_count=5, margin=0.001)\n",
    "cutoff.insert(0, -np.inf)\n",
    "cutoff.append(np.inf)\n",
    "cutoff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "(array([0, 1, 2, 3]),\n",
       " [Text(0, 0, '(-inf, 13.11]'),\n",
       "  Text(1, 0, '(13.11, 13.71]'),\n",
       "  Text(2, 0, '(13.71, 15.05]'),\n",
       "  Text(3, 0, '(15.05, inf]')])"
      ]
     },
     "metadata": {},
     "execution_count": 32
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"296.30655pt\" version=\"1.1\" viewBox=\"0 0 373.299682 296.30655\" width=\"373.299682pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-23T13:22:16.595107</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 296.30655 \nL 373.299682 296.30655 \nL 373.299682 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 34.899682 221.04 \nL 369.699682 221.04 \nL 369.699682 3.6 \nL 34.899682 3.6 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p87ec9f2eed)\" d=\"M 43.269682 221.04 \nL 110.229682 221.04 \nL 110.229682 13.954286 \nL 43.269682 13.954286 \nz\n\" style=\"fill:#538fb3;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p87ec9f2eed)\" d=\"M 126.969682 221.04 \nL 193.929682 221.04 \nL 193.929682 183.035506 \nL 126.969682 183.035506 \nz\n\" style=\"fill:#d5e4ec;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p87ec9f2eed)\" d=\"M 210.669682 221.04 \nL 277.629682 221.04 \nL 277.629682 157.440642 \nL 210.669682 157.440642 \nz\n\" style=\"fill:#f6ddce;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#p87ec9f2eed)\" d=\"M 294.369682 221.04 \nL 361.329682 221.04 \nL 361.329682 88.412071 \nL 294.369682 88.412071 \nz\n\" style=\"fill:#c56c5e;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -3 \n\" id=\"m667d8d2d9a\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"76.749682\" xlink:href=\"#m667d8d2d9a\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3 \n\" id=\"mf9a568c481\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"76.749682\" xlink:href=\"#mf9a568c481\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- (-inf, 13.11] -->\n      <g transform=\"translate(66.38414 271.655264)rotate(-60)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 30.59375 -24.390625 \nC 30.59375 -24.296875 30.59375 -24.09375 30.296875 -23.796875 \nC 25.703125 -19.125 13.40625 -6.359375 13.40625 24.703125 \nC 13.40625 55.765625 25.5 68.421875 30.40625 73.390625 \nC 30.40625 73.5 30.59375 73.703125 30.59375 74 \nC 30.59375 74.296875 30.296875 74.5 29.90625 74.5 \nC 28.796875 74.5 20.296875 67.125 15.40625 56.15625 \nC 10.40625 45.109375 9 34.359375 9 24.8125 \nC 9 17.625 9.703125 5.484375 15.703125 -7.359375 \nC 20.5 -17.734375 28.703125 -25 29.90625 -25 \nC 30.40625 -25 30.59375 -24.796875 30.59375 -24.390625 \nz\n\" id=\"CMR17-40\"/>\n        <path d=\"M 25.5 19 \nL 25.5 23.375 \nL 0.40625 23.375 \nL 0.40625 19 \nz\n\" id=\"CMR17-45\"/>\n        <path d=\"M 15.5 61.078125 \nC 15.5 63.265625 13.703125 65.15625 11.40625 65.15625 \nC 9.203125 65.15625 7.296875 63.375 7.296875 61.078125 \nC 7.296875 58.890625 9.09375 57 11.40625 57 \nC 13.59375 57 15.5 58.796875 15.5 61.078125 \nz\nM 3.796875 42.28125 \nL 3.796875 39.703125 \nC 9.40625 39.703125 10.203125 39.09375 10.203125 34.328125 \nL 10.203125 6.671875 \nC 10.203125 2.875 9.796875 2.390625 3.40625 2.390625 \nL 3.40625 -0.203125 \nC 5.796875 0 10.09375 0 12.59375 0 \nC 15 0 19.09375 0 21.40625 -0.203125 \nL 21.40625 2.390625 \nC 15.5 2.390625 15.296875 2.984375 15.296875 6.5625 \nL 15.296875 43.375 \nz\n\" id=\"CMR17-105\"/>\n        <path d=\"M 41.5 30.203125 \nC 41.5 35.296875 40.5 43.59375 28.703125 43.59375 \nC 20.796875 43.59375 16.703125 37.5 15.203125 33.5 \nL 15.09375 33.5 \nL 15.09375 43.59375 \nL 3.296875 42.5 \nL 3.296875 39.90625 \nC 9.203125 39.90625 10.09375 39.296875 10.09375 34.5 \nL 10.09375 6.6875 \nC 10.09375 2.875 9.703125 2.390625 3.296875 2.390625 \nL 3.296875 -0.203125 \nC 5.703125 0 10.09375 0 12.703125 0 \nC 15.296875 0 19.796875 0 22.203125 -0.203125 \nL 22.203125 2.390625 \nC 15.796875 2.390625 15.40625 2.78125 15.40625 6.6875 \nL 15.40625 25.90625 \nC 15.40625 35.109375 21 42 28 42 \nC 35.40625 42 36.203125 35.40625 36.203125 30.59375 \nL 36.203125 6.6875 \nC 36.203125 2.875 35.796875 2.390625 29.40625 2.390625 \nL 29.40625 -0.203125 \nC 31.796875 0 36.203125 0 38.796875 0 \nC 41.40625 0 45.90625 0 48.296875 -0.203125 \nL 48.296875 2.390625 \nC 41.90625 2.390625 41.5 2.78125 41.5 6.6875 \nz\n\" id=\"CMR17-110\"/>\n        <path d=\"M 15.296875 40 \nL 26.703125 40 \nL 26.703125 42.578125 \nL 15.09375 42.578125 \nL 15.09375 54.59375 \nC 15.09375 62.84375 19.296875 68 23.59375 68 \nC 24.90625 68 26.40625 67.609375 27.40625 66.90625 \nC 26.59375 66.703125 24.5 66.015625 24.5 63.546875 \nC 24.5 60.953125 26.5 60.15625 27.90625 60.15625 \nC 29.296875 60.15625 31.296875 60.953125 31.296875 63.546875 \nC 31.296875 67.3125 27.703125 69.59375 23.703125 69.59375 \nC 18 69.59375 10.203125 64.9375 10.203125 54.390625 \nL 10.203125 42.578125 \nL 2.203125 42.578125 \nL 2.203125 40 \nL 10.203125 40 \nL 10.203125 6.671875 \nC 10.203125 2.875 9.796875 2.390625 3.40625 2.390625 \nL 3.40625 -0.203125 \nC 5.796875 0 10.40625 0 13 0 \nC 15.90625 0 21 0 23.703125 -0.203125 \nL 23.703125 2.390625 \nC 16.5 2.390625 15.296875 2.390625 15.296875 6.859375 \nz\n\" id=\"CMR17-102\"/>\n        <path d=\"M 15.796875 1.59375 \nC 16 0.703125 16 0.390625 16 -1.203125 \nC 16 -7.234375 14 -12.765625 9.796875 -17.796875 \nC 9.296875 -18.28125 9.296875 -18.484375 9.296875 -18.703125 \nC 9.296875 -19.09375 9.703125 -19.5 10.09375 -19.5 \nC 10.703125 -19.5 17.59375 -12.484375 17.59375 -1.359375 \nC 17.59375 1.9375 17.203125 8.15625 12.5 8.15625 \nC 10.296875 8.15625 8.40625 6.671875 8.40625 4.078125 \nC 8.40625 1.5 10.296875 0 12.5 0 \nC 13.703125 0 15 0.5 15.796875 1.59375 \nz\n\" id=\"CMR17-44\"/>\n        <path d=\"M 26.59375 63.40625 \nC 26.59375 65.5 26.5 65.5 25.09375 65.5 \nC 21.203125 61.1875 15.296875 59.796875 9.703125 59.796875 \nC 9.40625 59.796875 8.90625 59.796875 8.796875 59.5 \nC 8.703125 59.296875 8.703125 59.09375 8.703125 57 \nC 11.796875 57 17 57.59375 21 59.984375 \nL 21 7.203125 \nC 21 3.6875 20.796875 2.5 12.203125 2.5 \nL 9.203125 2.5 \nL 9.203125 0 \nC 14 0 19 0 23.796875 0 \nC 28.59375 0 33.59375 0 38.40625 0 \nL 38.40625 2.5 \nL 35.40625 2.5 \nC 26.796875 2.5 26.59375 3.59375 26.59375 7.15625 \nz\n\" id=\"CMR17-49\"/>\n        <path d=\"M 22.09375 33.703125 \nC 31 33.703125 34.90625 25.96875 34.90625 17.03125 \nC 34.90625 5 28.5 0.390625 22.703125 0.390625 \nC 17.40625 0.390625 8.796875 3.03125 6.09375 10.828125 \nC 6.59375 10.625 7.09375 10.625 7.59375 10.625 \nC 10 10.625 11.796875 12.21875 11.796875 14.8125 \nC 11.796875 17.703125 9.59375 19 7.59375 19 \nC 5.90625 19 3.296875 18.203125 3.296875 14.46875 \nC 3.296875 5.234375 12.296875 -2 22.90625 -2 \nC 34 -2 42.5 6.71875 42.5 16.953125 \nC 42.5 26.671875 34.5 33.703125 25 34.796875 \nC 32.59375 36.375 39.90625 43.0625 39.90625 52.015625 \nC 39.90625 59.6875 32 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 59.828125 5.90625 52.015625 \nC 5.90625 48.59375 8.5 48 9.796875 48 \nC 11.90625 48 13.703125 49.296875 13.703125 51.890625 \nC 13.703125 54.46875 11.90625 55.765625 9.796875 55.765625 \nC 9.40625 55.765625 8.90625 55.765625 8.5 55.578125 \nC 11.40625 61.859375 19.296875 63 22.796875 63 \nC 26.296875 63 32.90625 61.328125 32.90625 51.875 \nC 32.90625 49.109375 32.5 44.1875 29.09375 39.84375 \nC 26.09375 36 22.703125 36 19.40625 35.6875 \nC 18.90625 35.6875 16.59375 35.453125 16.203125 35.453125 \nC 15.5 35.359375 15.09375 35.265625 15.09375 34.5 \nC 15.09375 33.796875 15.203125 33.703125 17.203125 33.703125 \nz\n\" id=\"CMR17-51\"/>\n        <path d=\"M 16.59375 4.078125 \nC 16.59375 6.5625 14.59375 8.15625 12.5 8.15625 \nC 10.5 8.15625 8.40625 6.5625 8.40625 4.078125 \nC 8.40625 1.59375 10.40625 0 12.5 0 \nC 14.5 0 16.59375 1.59375 16.59375 4.078125 \nz\n\" id=\"CMR17-46\"/>\n        <path d=\"M 14.296875 74.484375 \nL 1.40625 74.484375 \nL 1.40625 71 \nL 10.796875 71 \nL 10.796875 -21.515625 \nL 1.40625 -21.515625 \nL 1.40625 -25 \nL 14.296875 -25 \nz\n\" id=\"CMR17-93\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-45\"/>\n       <use transform=\"translate(65.356734 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n       <use transform=\"translate(90.227793 0)scale(0.996264)\" xlink:href=\"#CMR17-110\"/>\n       <use transform=\"translate(141.123162 0)scale(0.996264)\" xlink:href=\"#CMR17-102\"/>\n       <use transform=\"translate(168.596675 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(223.5437 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(269.234177 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(314.924654 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(339.795712 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(385.486189 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(431.176667 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"160.449682\" xlink:href=\"#m667d8d2d9a\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"160.449682\" xlink:href=\"#mf9a568c481\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- (13.11, 13.71] -->\n      <g transform=\"translate(148.077767 278.605544)rotate(-60)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 45.09375 61.578125 \nL 45.09375 63.765625 \nL 21.59375 63.765625 \nC 9.90625 63.765625 9.703125 65.078125 9.296875 67 \nL 7.5 67 \nL 4.59375 48.34375 \nL 6.40625 48.34375 \nC 6.703125 50.234375 7.40625 55.3125 8.59375 57.203125 \nC 9.203125 58 16.59375 58 18.296875 58 \nL 40.296875 58 \nL 29.203125 41.578125 \nC 21.796875 30.53125 16.703125 15.609375 16.703125 2.578125 \nC 16.703125 1.390625 16.703125 -2 20.296875 -2 \nC 23.90625 -2 23.90625 1.390625 23.90625 2.671875 \nL 23.90625 7.265625 \nC 23.90625 23.5625 26.703125 34.3125 31.296875 41.1875 \nz\n\" id=\"CMR17-55\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"244.149682\" xlink:href=\"#m667d8d2d9a\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"244.149682\" xlink:href=\"#mf9a568c481\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- (13.71, 15.05] -->\n      <g transform=\"translate(231.777767 278.605544)rotate(-60)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 11.40625 57.6875 \nC 12.40625 57.28125 16.5 56 20.703125 56 \nC 30 56 35.09375 61.109375 38 64.0625 \nC 38 64.953125 38 65.5 37.40625 65.5 \nC 37.296875 65.5 37.09375 65.5 36.296875 65.046875 \nC 32.796875 63.40625 28.703125 62.078125 23.703125 62.078125 \nC 20.703125 62.078125 16.203125 62.484375 11.296875 64.671875 \nC 10.203125 65.171875 10 65.171875 9.90625 65.171875 \nC 9.40625 65.171875 9.296875 65.0625 9.296875 63.078125 \nL 9.296875 34.421875 \nC 9.296875 32.640625 9.296875 32.140625 10.296875 32.140625 \nC 10.796875 32.140625 11 32.34375 11.5 33.03125 \nC 14.703125 37.515625 19.09375 39.40625 24.09375 39.40625 \nC 27.59375 39.40625 35.09375 37.21875 35.09375 20.140625 \nC 35.09375 16.953125 35.09375 11.171875 32.09375 6.578125 \nC 29.59375 2.484375 25.703125 0.390625 21.40625 0.390625 \nC 14.796875 0.390625 8.09375 5 6.296875 12.71875 \nC 6.703125 12.609375 7.5 12.421875 7.90625 12.421875 \nC 9.203125 12.421875 11.703125 13.125 11.703125 16.21875 \nC 11.703125 18.90625 9.796875 20 7.90625 20 \nC 5.59375 20 4.09375 18.59375 4.09375 15.796875 \nC 4.09375 7.09375 11 -2 21.59375 -2 \nC 31.90625 -2 41.703125 6.875 41.703125 19.75 \nC 41.703125 31.71875 33.90625 41 24.203125 41 \nC 19.09375 41 14.796875 39.109375 11.40625 35.53125 \nz\n\" id=\"CMR17-53\"/>\n        <path d=\"M 42 31.640625 \nC 42 37.75 41.90625 48.125 37.703125 56.109375 \nC 34 63.109375 28.09375 65.59375 22.90625 65.59375 \nC 18.09375 65.59375 12 63.40625 8.203125 56.203125 \nC 4.203125 48.71875 3.796875 39.4375 3.796875 31.640625 \nC 3.796875 25.953125 3.90625 17.28125 7 9.671875 \nC 11.296875 -0.609375 19 -2 22.90625 -2 \nC 27.5 -2 34.5 -0.109375 38.59375 9.375 \nC 41.59375 16.28125 42 24.359375 42 31.640625 \nz\nM 22.90625 -0.40625 \nC 16.5 -0.40625 12.703125 5.078125 11.296875 12.6875 \nC 10.203125 18.5625 10.203125 27.15625 10.203125 32.75 \nC 10.203125 40.4375 10.203125 46.828125 11.5 52.921875 \nC 13.40625 61.390625 19 64 22.90625 64 \nC 27 64 32.296875 61.296875 34.203125 53.125 \nC 35.5 47.4375 35.59375 40.734375 35.59375 32.75 \nC 35.59375 26.25 35.59375 18.265625 34.40625 12.375 \nC 32.296875 1.484375 26.40625 -0.40625 22.90625 -0.40625 \nz\n\" id=\"CMR17-48\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"327.849682\" xlink:href=\"#m667d8d2d9a\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"327.849682\" xlink:href=\"#mf9a568c481\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- (15.05, inf] -->\n      <g transform=\"translate(318.120638 269.450368)rotate(-60)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n       <use transform=\"translate(322.731818 0)scale(0.996264)\" xlink:href=\"#CMR17-110\"/>\n       <use transform=\"translate(373.627188 0)scale(0.996264)\" xlink:href=\"#CMR17-102\"/>\n       <use transform=\"translate(407.006213 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -1.5 \n\" id=\"mda9634b3ca\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"43.269682\" xlink:href=\"#mda9634b3ca\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_10\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 1.5 \n\" id=\"m0ee428a606\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"43.269682\" xlink:href=\"#m0ee428a606\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"60.009682\" xlink:href=\"#mda9634b3ca\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"60.009682\" xlink:href=\"#m0ee428a606\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"93.489682\" xlink:href=\"#mda9634b3ca\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"93.489682\" xlink:href=\"#m0ee428a606\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"110.229682\" xlink:href=\"#mda9634b3ca\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"110.229682\" xlink:href=\"#m0ee428a606\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"126.969682\" xlink:href=\"#mda9634b3ca\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"126.969682\" xlink:href=\"#m0ee428a606\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"143.709682\" xlink:href=\"#mda9634b3ca\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"143.709682\" xlink:href=\"#m0ee428a606\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"177.189682\" xlink:href=\"#mda9634b3ca\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"177.189682\" xlink:href=\"#m0ee428a606\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"193.929682\" xlink:href=\"#mda9634b3ca\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"193.929682\" xlink:href=\"#m0ee428a606\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"210.669682\" xlink:href=\"#mda9634b3ca\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"210.669682\" xlink:href=\"#m0ee428a606\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"227.409682\" xlink:href=\"#mda9634b3ca\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"227.409682\" xlink:href=\"#m0ee428a606\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"260.889682\" xlink:href=\"#mda9634b3ca\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"260.889682\" xlink:href=\"#m0ee428a606\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"277.629682\" xlink:href=\"#mda9634b3ca\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"277.629682\" xlink:href=\"#m0ee428a606\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"294.369682\" xlink:href=\"#mda9634b3ca\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"294.369682\" xlink:href=\"#m0ee428a606\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"311.109682\" xlink:href=\"#mda9634b3ca\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"311.109682\" xlink:href=\"#m0ee428a606\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"344.589682\" xlink:href=\"#mda9634b3ca\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"344.589682\" xlink:href=\"#m0ee428a606\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"361.329682\" xlink:href=\"#mda9634b3ca\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"361.329682\" xlink:href=\"#m0ee428a606\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_5\">\n     <!-- Bins -->\n     <g transform=\"translate(192.655269 290.769372)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 5.203125 68 \nL 5.203125 65.40625 \nC 12.09375 65.40625 13.203125 65.40625 13.203125 60.9375 \nL 13.203125 7.0625 \nC 13.203125 2.59375 12.09375 2.59375 5.203125 2.59375 \nL 5.203125 0 \nL 39.59375 0 \nC 52.40625 0 60.703125 9.109375 60.703125 18.1875 \nC 60.703125 27.203125 52.5 34.890625 41.796875 34.890625 \nC 51.40625 36.8125 58.09375 43.296875 58.09375 51 \nC 58.09375 59.40625 49.90625 68 37 68 \nz\nM 19.5 36 \nL 19.5 61.515625 \nC 19.5 64.921875 19.703125 65.40625 23.703125 65.40625 \nL 36.5 65.40625 \nC 46.40625 65.40625 50.796875 57.40625 50.796875 51.203125 \nC 50.796875 43.609375 44.703125 36 33.90625 36 \nz\nM 23.703125 2.59375 \nC 19.703125 2.59375 19.5 3.078125 19.5 6.453125 \nL 19.5 34.40625 \nL 38 34.40625 \nC 48.296875 34.40625 53.296875 25.390625 53.296875 18.15625 \nC 53.296875 10.921875 47.59375 2.59375 36.703125 2.59375 \nz\n\" id=\"CMR17-66\"/>\n       <path d=\"M 30.90625 42.140625 \nC 30.90625 43.953125 30.796875 44.046875 30.203125 44.046875 \nC 29.796875 44.046875 29.703125 43.953125 28.5 42.453125 \nC 28.203125 42.046875 27.296875 41.03125 27 40.640625 \nC 23.796875 44.046875 19.296875 44.046875 17.59375 44.046875 \nC 6.5 44.046875 2.5 38.234375 2.5 32.4375 \nC 2.5 23.40625 12.703125 21.328125 15.59375 20.703125 \nC 21.90625 19.421875 24.09375 19.015625 26.203125 17.203125 \nC 27.5 16.015625 29.703125 13.8125 29.703125 10.21875 \nC 29.703125 6 27.296875 0.59375 18.09375 0.59375 \nC 9.40625 0.59375 6.296875 7.1875 4.5 15.953125 \nC 4.203125 17.34375 4.203125 17.453125 3.40625 17.453125 \nC 2.59375 17.453125 2.5 17.34375 2.5 15.359375 \nL 2.5 0.984375 \nC 2.5 -0.796875 2.59375 -0.90625 3.203125 -0.90625 \nC 3.703125 -0.90625 3.796875 -0.796875 4.296875 0 \nC 4.90625 0.890625 6.40625 3.296875 7 4.3125 \nC 9 1.609375 12.5 -1 18.09375 -1 \nC 28 -1 33.296875 4.421875 33.296875 12.25 \nC 33.296875 17.375 30.59375 20.078125 29.296875 21.28125 \nC 26.296875 24.390625 22.796875 25.09375 18.59375 25.890625 \nC 13.09375 27.109375 6.09375 28.515625 6.09375 34.640625 \nC 6.09375 37.234375 7.5 42.765625 17.59375 42.765625 \nC 28.296875 42.765625 28.90625 32.71875 29.09375 29.5 \nC 29.203125 29 29.703125 28.890625 30 28.890625 \nC 30.90625 28.890625 30.90625 29.203125 30.90625 30.90625 \nz\n\" id=\"CMR17-115\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-66\"/>\n      <use transform=\"translate(65.188754 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n      <use transform=\"translate(90.059813 0)scale(0.996264)\" xlink:href=\"#CMR17-110\"/>\n      <use transform=\"translate(140.955183 0)scale(0.996264)\" xlink:href=\"#CMR17-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_41\">\n      <path clip-path=\"url(#p87ec9f2eed)\" d=\"M 34.899682 221.04 \nL 369.699682 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_42\">\n      <defs>\n       <path d=\"M 0 0 \nL 3 0 \n\" id=\"m4a124c57e5\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m4a124c57e5\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_43\">\n      <defs>\n       <path d=\"M 0 0 \nL -3 0 \n\" id=\"mb08c5ced96\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mb08c5ced96\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- $\\mathdefault{0}$ -->\n      <g transform=\"translate(26.418347 224.499249)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_44\">\n      <path clip-path=\"url(#p87ec9f2eed)\" d=\"M 34.899682 182.259904 \nL 369.699682 182.259904 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m4a124c57e5\" y=\"182.259904\"/>\n      </g>\n     </g>\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mb08c5ced96\" y=\"182.259904\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- $\\mathdefault{50}$ -->\n      <g transform=\"translate(21.437012 185.719153)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_47\">\n      <path clip-path=\"url(#p87ec9f2eed)\" d=\"M 34.899682 143.479807 \nL 369.699682 143.479807 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_48\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m4a124c57e5\" y=\"143.479807\"/>\n      </g>\n     </g>\n     <g id=\"line2d_49\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mb08c5ced96\" y=\"143.479807\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- $\\mathdefault{100}$ -->\n      <g transform=\"translate(16.455677 146.939057)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_50\">\n      <path clip-path=\"url(#p87ec9f2eed)\" d=\"M 34.899682 104.699711 \nL 369.699682 104.699711 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_51\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m4a124c57e5\" y=\"104.699711\"/>\n      </g>\n     </g>\n     <g id=\"line2d_52\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mb08c5ced96\" y=\"104.699711\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- $\\mathdefault{150}$ -->\n      <g transform=\"translate(16.455677 108.15896)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_53\">\n      <path clip-path=\"url(#p87ec9f2eed)\" d=\"M 34.899682 65.919615 \nL 369.699682 65.919615 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_54\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m4a124c57e5\" y=\"65.919615\"/>\n      </g>\n     </g>\n     <g id=\"line2d_55\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mb08c5ced96\" y=\"65.919615\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- $\\mathdefault{200}$ -->\n      <g transform=\"translate(16.455677 69.378864)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 41.703125 15.453125 \nL 39.90625 15.453125 \nC 38.90625 8.375 38.09375 7.171875 37.703125 6.5625 \nC 37.203125 5.765625 30 5.765625 28.59375 5.765625 \nL 9.40625 5.765625 \nC 13 9.671875 20 16.75 28.5 24.953125 \nC 34.59375 30.734375 41.703125 37.53125 41.703125 47.421875 \nC 41.703125 59.21875 32.296875 66 21.796875 66 \nC 10.796875 66 4.09375 56.3125 4.09375 47.34375 \nC 4.09375 43.4375 7 42.9375 8.203125 42.9375 \nC 9.203125 42.9375 12.203125 43.546875 12.203125 47.03125 \nC 12.203125 50.109375 9.59375 51 8.203125 51 \nC 7.59375 51 7 50.90625 6.59375 50.703125 \nC 8.5 59.21875 14.296875 63.40625 20.40625 63.40625 \nC 29.09375 63.40625 34.796875 56.515625 34.796875 47.421875 \nC 34.796875 38.734375 29.703125 31.25 24 24.75 \nL 4.09375 2.28125 \nL 4.09375 0 \nL 39.296875 0 \nz\n\" id=\"CMR17-50\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_56\">\n      <path clip-path=\"url(#p87ec9f2eed)\" d=\"M 34.899682 27.139518 \nL 369.699682 27.139518 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_57\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m4a124c57e5\" y=\"27.139518\"/>\n      </g>\n     </g>\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#mb08c5ced96\" y=\"27.139518\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- $\\mathdefault{250}$ -->\n      <g transform=\"translate(16.455677 30.598768)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_59\">\n      <defs>\n       <path d=\"M 0 0 \nL 1.5 0 \n\" id=\"m395d8f8a84\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"213.283981\"/>\n      </g>\n     </g>\n     <g id=\"line2d_60\">\n      <defs>\n       <path d=\"M 0 0 \nL -1.5 0 \n\" id=\"m4c0e3092f6\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"213.283981\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_61\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"205.527961\"/>\n      </g>\n     </g>\n     <g id=\"line2d_62\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"205.527961\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_63\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"197.771942\"/>\n      </g>\n     </g>\n     <g id=\"line2d_64\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"197.771942\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_65\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"190.015923\"/>\n      </g>\n     </g>\n     <g id=\"line2d_66\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"190.015923\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_67\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"174.503884\"/>\n      </g>\n     </g>\n     <g id=\"line2d_68\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"174.503884\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_69\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"166.747865\"/>\n      </g>\n     </g>\n     <g id=\"line2d_70\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"166.747865\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_71\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"158.991846\"/>\n      </g>\n     </g>\n     <g id=\"line2d_72\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"158.991846\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_73\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"151.235827\"/>\n      </g>\n     </g>\n     <g id=\"line2d_74\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"151.235827\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_75\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"135.723788\"/>\n      </g>\n     </g>\n     <g id=\"line2d_76\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"135.723788\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_77\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"127.967769\"/>\n      </g>\n     </g>\n     <g id=\"line2d_78\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"127.967769\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_17\">\n     <g id=\"line2d_79\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"120.21175\"/>\n      </g>\n     </g>\n     <g id=\"line2d_80\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"120.21175\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_18\">\n     <g id=\"line2d_81\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"112.45573\"/>\n      </g>\n     </g>\n     <g id=\"line2d_82\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"112.45573\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_19\">\n     <g id=\"line2d_83\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"96.943692\"/>\n      </g>\n     </g>\n     <g id=\"line2d_84\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"96.943692\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_20\">\n     <g id=\"line2d_85\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"89.187673\"/>\n      </g>\n     </g>\n     <g id=\"line2d_86\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"89.187673\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_21\">\n     <g id=\"line2d_87\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"81.431653\"/>\n      </g>\n     </g>\n     <g id=\"line2d_88\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"81.431653\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_22\">\n     <g id=\"line2d_89\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"73.675634\"/>\n      </g>\n     </g>\n     <g id=\"line2d_90\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"73.675634\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_23\">\n     <g id=\"line2d_91\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"58.163596\"/>\n      </g>\n     </g>\n     <g id=\"line2d_92\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"58.163596\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_24\">\n     <g id=\"line2d_93\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"50.407576\"/>\n      </g>\n     </g>\n     <g id=\"line2d_94\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"50.407576\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_25\">\n     <g id=\"line2d_95\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"42.651557\"/>\n      </g>\n     </g>\n     <g id=\"line2d_96\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"42.651557\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_26\">\n     <g id=\"line2d_97\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"34.895538\"/>\n      </g>\n     </g>\n     <g id=\"line2d_98\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"34.895538\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_27\">\n     <g id=\"line2d_99\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"19.383499\"/>\n      </g>\n     </g>\n     <g id=\"line2d_100\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"19.383499\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_28\">\n     <g id=\"line2d_101\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"11.62748\"/>\n      </g>\n     </g>\n     <g id=\"line2d_102\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"11.62748\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_29\">\n     <g id=\"line2d_103\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m395d8f8a84\" y=\"3.871461\"/>\n      </g>\n     </g>\n     <g id=\"line2d_104\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m4c0e3092f6\" y=\"3.871461\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_12\">\n     <!-- Sample Size -->\n     <g transform=\"translate(10.518498 138.333609)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 43.796875 67.03125 \nC 43.796875 68.8125 43.703125 68.921875 43.09375 68.921875 \nC 42.5 68.921875 42.296875 68.515625 41.90625 67.625 \nL 38.90625 61.046875 \nC 35.09375 66.515625 29.296875 69 23 69 \nC 12.796875 69 4.59375 60.953125 4.59375 50.828125 \nC 4.59375 47.75 5.296875 43.375 8.703125 39.21875 \nC 12.40625 34.65625 15.90625 33.859375 23.90625 31.765625 \nC 26.90625 30.96875 31.90625 29.671875 32.90625 29.28125 \nC 38.59375 26.90625 41.59375 20.953125 41.59375 15.390625 \nC 41.59375 8.234375 36.5 0.59375 27.796875 0.59375 \nC 17.09375 0.59375 7.09375 6.546875 6.40625 20.484375 \nC 6.296875 22.078125 6.203125 22.171875 5.5 22.171875 \nC 4.703125 22.171875 4.59375 22.078125 4.59375 20.078125 \nL 4.59375 -0.015625 \nC 4.59375 -1.796875 4.703125 -1.90625 5.296875 -1.90625 \nC 6 -1.90625 6.203125 -1.40625 7.59375 1.6875 \nC 7.703125 1.984375 7.703125 2.1875 9.59375 5.953125 \nC 14.59375 -0.609375 23 -2 27.796875 -2 \nC 38.703125 -2 46.40625 7.046875 46.40625 17.5625 \nC 46.40625 22.71875 44.5 26.6875 43.40625 28.484375 \nC 39.203125 34.84375 34.703125 36.03125 29.90625 37.21875 \nC 29.203125 37.53125 29 37.53125 23.40625 38.90625 \nC 18 40.296875 15.703125 41 13.203125 43.6875 \nC 10.40625 46.75 9.40625 49.9375 9.40625 53.109375 \nC 9.40625 59.5625 14.59375 66.609375 23.09375 66.609375 \nC 33.703125 66.609375 40.296875 59.15625 41.796875 46.765625 \nC 42.09375 44.96875 42.203125 44.875 42.90625 44.875 \nC 43.796875 44.875 43.796875 45.171875 43.796875 46.859375 \nz\n\" id=\"CMR17-83\"/>\n       <path d=\"M 36 25.828125 \nC 36 32.375 36 35.84375 31.796875 39.734375 \nC 28.09375 43 23.796875 44 20.40625 44 \nC 12.5 44 6.796875 37.609375 6.796875 30.796875 \nC 6.796875 27 9.796875 27 10.40625 27 \nC 11.703125 27 14 27.78125 14 30.53125 \nC 14 33 12.09375 34.078125 10.40625 34.078125 \nC 10 34.078125 9.5 33.96875 9.203125 33.875 \nC 11.296875 40.5 16.703125 42.40625 20.203125 42.40625 \nC 25.203125 42.40625 30.703125 37.953125 30.703125 29.453125 \nL 30.703125 25 \nC 24.796875 25 17.703125 24.203125 12.09375 21.203125 \nC 5.796875 17.703125 4 12.703125 4 8.90625 \nC 4 1.203125 13 -1 18.296875 -1 \nC 23.796875 -1 28.90625 2.171875 31.09375 7.984375 \nC 31.296875 3.640625 34.09375 -0.28125 38.5 -0.28125 \nC 40.59375 -0.28125 45.90625 1.09375 45.90625 8.859375 \nL 45.90625 14.375 \nL 44.09375 14.375 \nL 44.09375 8.78125 \nC 44.09375 2.78125 41.40625 2 40.09375 2 \nC 36 2 36 7.15625 36 11.53125 \nz\nM 30.703125 13.59375 \nC 30.703125 4.953125 24.5 0.59375 19 0.59375 \nC 14 0.59375 10.09375 4.296875 10.09375 8.90625 \nC 10.09375 11.890625 11.40625 17.1875 17.203125 20.390625 \nC 22 23.09375 27.5 23.5 30.703125 23.5 \nz\n\" id=\"CMR17-97\"/>\n       <path d=\"M 67.59375 30.203125 \nC 67.59375 35.1875 66.703125 43.59375 54.796875 43.59375 \nC 48 43.59375 43.296875 39 41.5 33.609375 \nL 41.40625 33.609375 \nC 40.203125 41.8125 34.296875 43.59375 28.703125 43.59375 \nC 20.796875 43.59375 16.703125 37.5 15.203125 33.5 \nL 15.09375 33.5 \nL 15.09375 43.59375 \nL 3.296875 42.5 \nL 3.296875 39.90625 \nC 9.203125 39.90625 10.09375 39.296875 10.09375 34.5 \nL 10.09375 6.6875 \nC 10.09375 2.875 9.703125 2.390625 3.296875 2.390625 \nL 3.296875 -0.203125 \nC 5.703125 0 10.09375 0 12.703125 0 \nC 15.296875 0 19.796875 0 22.203125 -0.203125 \nL 22.203125 2.390625 \nC 15.796875 2.390625 15.40625 2.78125 15.40625 6.6875 \nL 15.40625 25.90625 \nC 15.40625 35.109375 21 42 28 42 \nC 35.40625 42 36.203125 35.40625 36.203125 30.59375 \nL 36.203125 6.6875 \nC 36.203125 2.875 35.796875 2.390625 29.40625 2.390625 \nL 29.40625 -0.203125 \nC 31.796875 0 36.203125 0 38.796875 0 \nC 41.40625 0 45.90625 0 48.296875 -0.203125 \nL 48.296875 2.390625 \nC 41.90625 2.390625 41.5 2.78125 41.5 6.6875 \nL 41.5 25.90625 \nC 41.5 35.109375 47.09375 42 54.09375 42 \nC 61.5 42 62.296875 35.40625 62.296875 30.59375 \nL 62.296875 6.6875 \nC 62.296875 2.875 61.90625 2.390625 55.5 2.390625 \nL 55.5 -0.203125 \nC 57.90625 0 62.296875 0 64.90625 0 \nC 67.5 0 72 0 74.40625 -0.203125 \nL 74.40625 2.390625 \nC 68 2.390625 67.59375 2.78125 67.59375 6.6875 \nz\n\" id=\"CMR17-109\"/>\n       <path d=\"M 22 -16.609375 \nC 15.59375 -16.609375 15.203125 -16.203125 15.203125 -12.328125 \nL 15.203125 6.28125 \nC 18.09375 2.09375 22.296875 -0.59375 27.59375 -0.59375 \nC 37.59375 -0.59375 47.703125 8.171875 47.703125 21.6875 \nC 47.703125 34.234375 39 43.78125 28.703125 43.78125 \nC 22.703125 43.78125 17.796875 40.5 15 36.53125 \nL 15 43.78125 \nL 3.09375 42.6875 \nL 3.09375 40.109375 \nC 9 40.109375 9.90625 39.5 9.90625 34.734375 \nL 9.90625 -12.328125 \nC 9.90625 -16.109375 9.5 -16.609375 3.09375 -16.609375 \nL 3.09375 -19.1875 \nC 5.5 -19 9.90625 -19 12.5 -19 \nC 15.09375 -19 19.59375 -19 22 -19.1875 \nz\nM 15.203125 31.4375 \nC 15.203125 32.84375 15.203125 34.921875 19.09375 38.609375 \nC 19.59375 39.015625 23 42 28 42 \nC 35.296875 42 41.296875 32.9375 41.296875 21.59375 \nC 41.296875 10.25 34.90625 1 27 1 \nC 23.40625 1 19.5 2.6875 16.5 7.375 \nC 15.203125 9.5625 15.203125 10.15625 15.203125 11.75 \nz\n\" id=\"CMR17-112\"/>\n       <path d=\"M 15.296875 68.6875 \nL 3.40625 67.59375 \nL 3.40625 65 \nC 9.296875 65 10.203125 64.40625 10.203125 59.640625 \nL 10.203125 6.65625 \nC 10.203125 2.875 9.796875 2.390625 3.40625 2.390625 \nL 3.40625 -0.203125 \nC 5.796875 0 10.203125 0 12.703125 0 \nC 15.296875 0 19.703125 0 22.09375 -0.203125 \nL 22.09375 2.390625 \nC 15.703125 2.390625 15.296875 2.78125 15.296875 6.65625 \nz\n\" id=\"CMR17-108\"/>\n       <path d=\"M 38.09375 23 \nC 38.5 23.40625 38.5 23.609375 38.5 24.625 \nC 38.5 34.96875 33.09375 44 21.703125 44 \nC 11.09375 44 2.703125 33.890625 2.703125 21.609375 \nC 2.703125 8.609375 12.203125 -1 22.796875 -1 \nC 34 -1 38.40625 9.484375 38.40625 11.5625 \nC 38.40625 12.25 37.796875 12.25 37.59375 12.25 \nC 36.90625 12.25 36.796875 12.046875 36.40625 10.875 \nC 34.203125 4.140625 28.703125 0.796875 23.5 0.796875 \nC 19.203125 0.796875 14.90625 3.171875 12.203125 7.5 \nC 9.09375 12.546875 9.09375 18.375 9.09375 23 \nz\nM 9.203125 24.5 \nC 9.90625 39.140625 17.59375 42.40625 21.59375 42.40625 \nC 28.40625 42.40625 33 35.890625 33.09375 24.5 \nz\n\" id=\"CMR17-101\"/>\n       <path d=\"M 36.09375 40.703125 \nC 36.90625 41.71875 36.90625 41.90625 36.90625 42.109375 \nC 36.90625 43 36.5 43 34.703125 43 \nL 4.296875 43 \nL 3.296875 27.5 \nL 5.09375 27.5 \nC 5.796875 37.203125 6.90625 41.40625 18.40625 41.40625 \nL 30.59375 41.40625 \nL 2 1.5 \nC 2 0 2.09375 0 4.203125 0 \nL 35.796875 0 \nL 37.203125 18 \nL 35.40625 18 \nC 34.59375 6.90625 33.296875 1.796875 21.09375 1.796875 \nL 8.296875 1.796875 \nz\n\" id=\"CMR17-122\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(50.89537 0)scale(0.996264)\" xlink:href=\"#CMR17-97\"/>\n      <use transform=\"translate(96.585847 0)scale(0.996264)\" xlink:href=\"#CMR17-109\"/>\n      <use transform=\"translate(173.505437 0)scale(0.996264)\" xlink:href=\"#CMR17-112\"/>\n      <use transform=\"translate(224.400807 0)scale(0.996264)\" xlink:href=\"#CMR17-108\"/>\n      <use transform=\"translate(249.271865 0)scale(0.996264)\" xlink:href=\"#CMR17-101\"/>\n      <use transform=\"translate(319.833492 0)scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(370.728862 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n      <use transform=\"translate(395.59992 0)scale(0.996264)\" xlink:href=\"#CMR17-122\"/>\n      <use transform=\"translate(436.085581 0)scale(0.996264)\" xlink:href=\"#CMR17-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_105\">\n    <path clip-path=\"url(#p87ec9f2eed)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_106\">\n    <path clip-path=\"url(#p87ec9f2eed)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_107\">\n    <path clip-path=\"url(#p87ec9f2eed)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_108\">\n    <path clip-path=\"url(#p87ec9f2eed)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 34.899682 221.04 \nL 34.899682 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 369.699682 221.04 \nL 369.699682 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 34.899682 221.04 \nL 369.699682 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 34.899682 3.6 \nL 369.699682 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p87ec9f2eed\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"34.899682\" y=\"3.6\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "value = pd.cut(df['mean radius'], bins=cutoff)\n",
    "counts = value.value_counts(sort=False)\n",
    "sns.barplot(x=[str(idx) for idx in counts.index], y=counts, palette=\"RdBu_r\", data=df)\n",
    "plt.xlabel('Bins')\n",
    "plt.ylabel('Sample Size')\n",
    "plt.xticks(rotation=60)"
   ]
  },
  {
   "source": [
    "### Best-KS 分箱原理与实现"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import ks_2samp\n",
    "\n",
    "def ks2(actual, pred):\n",
    "    get_ks = lambda pred, actual: ks_2samp(pred[actual == 1], pred[actual != 1]).statistic\n",
    "    return get_ks(pred, actual)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "0.728621637334179"
      ]
     },
     "metadata": {},
     "execution_count": 34
    }
   ],
   "source": [
    "ks2(df['target'], df['mean radius'])"
   ]
  },
  {
   "source": [
    "#### Best-KS 离散化\n",
    "\n",
    "1. 指定分箱数量的阈值等停止条件\n",
    "2. 从小到大排序标签值\n",
    "3. 计算累计正负标签占比的差，找出KS最大的位置对应的特征值，记为B点，称为最佳分割点，在B点将特征值序列分为左右两个部分\n",
    "4. 递归步骤2：B点左右的数据按同样的方法进行分割，直到满足停止的条件"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CalKS:\n",
    "    @staticmethod\n",
    "    def pivot(df, label):\n",
    "        \"\"\"\n",
    "        1、计算数据透视表-pivot\n",
    "        2、只支持二分类\n",
    "        paramters\n",
    "        ----------\n",
    "        df: 带标签的DataFrame,共两列数据\n",
    "        label:带label的列名\n",
    "        return\n",
    "        ------\n",
    "        DataFrame—数据透视表\n",
    "        \"\"\"\n",
    "        assert len(df.columns) == 2, 'not support'\n",
    "        df_ = df.copy()\n",
    "        feature_col = [aa for aa in df_.columns.tolist() if aa != label][0]\n",
    "\n",
    "        return pd.pivot_table(\n",
    "            df_,\n",
    "            index=[feature_col],\n",
    "            columns=[label],\n",
    "            aggfunc=len,\n",
    "            fill_value=0)\n",
    "\n",
    "    @staticmethod\n",
    "    def cal_ks(df, is_pivot=True, label=None):\n",
    "        '''\n",
    "        paramters\n",
    "        ----------\n",
    "        df:    待计算的两列数据：x,y\n",
    "        label：label列名\n",
    "        计算方法：\n",
    "            abs(表签0累计用户占比 - 表签1累计用户占比)\n",
    "        return\n",
    "        ------\n",
    "        DataFrame—KS统计表\n",
    "        '''\n",
    "        pivot_df = df.copy()\n",
    "        if is_pivot is False:\n",
    "            pivot_df = CalKS.pivot(df, label)\n",
    "\n",
    "        # 二分类（0,1）实际就是  [0, 1]\n",
    "        label_value = pivot_df.columns.tolist()\n",
    "\n",
    "        # 表签0的数量\n",
    "        count_0 = pivot_df[label_value[0]].sum()\n",
    "        pivot_df['cum_percent_1'] = \\\n",
    "        pivot_df[label_value[0]].cumsum() / count_0\n",
    "\n",
    "        # 表签1的数量\n",
    "        count_1 = pivot_df[label_value[1]].sum()\n",
    "        pivot_df['cum_percent_2'] = \\\n",
    "        pivot_df[label_value[1]].cumsum() / count_1\n",
    "\n",
    "        pivot_df['KS'] = pivot_df['cum_percent_1'].sub(\n",
    "            pivot_df['cum_percent_2']).abs()\n",
    "        print('KS:', pivot_df[\"KS\"].max())\n",
    "        return pivot_df\n",
    "\n",
    "def bestks_cut(df, label, loop=3, min_count=0.01, return_combine=True):\n",
    "    # 去除了空值\n",
    "    pivot_df = CalKS.pivot(df, label)\n",
    "    if 0.0 < min_count < 1.0:\n",
    "        min_count = int(min_count * df.shape[0])\n",
    "    min_count = max(min_count, int(0.01 * df.shape[0]))\n",
    "    assert min_count > 1, 'bestks_cut:wrong min_count:{}'.format(min_count)\n",
    "    return get_bestks_points(pivot_df, loop, min_count)\n",
    "\n",
    "\n",
    "def get_bestks_points(df, loop=3, min_count=5):\n",
    "    cols = df.columns.tolist()\n",
    "\n",
    "    # 是否为空箱\n",
    "    def _is_null(df):\n",
    "        return df.shape[0] == 0\n",
    "\n",
    "    # 是否全0或全1的标签\n",
    "    def _is_only_one_class(df, cols):\n",
    "        return df[cols[0]].sum() == 0 or df[cols[1]].sum() == 0\n",
    "\n",
    "    # 箱内的样本数量是否太少\n",
    "    def _is_too_small(df, cols, min_count):\n",
    "        return (df[cols[0]].sum() + df[cols[1]].sum()) < min_count\n",
    "\n",
    "    def _split_bestks(df, loop=3, min_count=5):\n",
    "        '''\n",
    "        df:透视表格式\n",
    "        '''\n",
    "        if loop == 0 or _is_null(df) or _is_only_one_class(\n",
    "                df, cols) or _is_too_small(df, cols, min_count):\n",
    "            return [None]\n",
    "        else:\n",
    "            max_p = CalKS.cal_ks(df).idxmax()['KS']\n",
    "            left = df.loc[df.index < max_p, :]\n",
    "            right = df.loc[df.index >= max_p, :]\n",
    "\n",
    "            # 如果这个max_p\n",
    "            if _is_null(left) or _is_null(right) or \\\n",
    "                _is_only_one_class(left, cols) or \\\n",
    "                _is_only_one_class(right, cols) or \\\n",
    "                _is_too_small(left, cols, min_count) or \\\n",
    "                _is_too_small(right, cols, min_count):\n",
    "                return [None]\n",
    "\n",
    "            # 左右子树递归\n",
    "            return [max_p] + _split_bestks(left, loop - 1,min_count) \\\n",
    "                            + _split_bestks(right, loop - 1, min_count)\n",
    "\n",
    "    points = _split_bestks(df, loop, min_count)\n",
    "    points = [p for p in points if p is not None]\n",
    "    points = list(set(points))\n",
    "    return points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "KS: 0.728621637334179\nKS: 0.47553282182438195\nKS: 0.35488813974869754\nKS: 0.16237402015677493\nKS: 0.6433747412008282\nKS: 0.24090909090909093\nKS: 0.829059829059829\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[-inf, 11.75, 13.08, 13.7, 15.04, 15.27, 16.84, 17.85, inf]"
      ]
     },
     "metadata": {},
     "execution_count": 36
    }
   ],
   "source": [
    "cutoff = bestks_cut (df[['mean radius','target']],'target')\n",
    "cutoff.insert(0, -np.inf)\n",
    "cutoff.append(np.inf)\n",
    "cutoff.sort()\n",
    "cutoff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "(array([0, 1, 2, 3, 4, 5, 6, 7]),\n",
       " [Text(0, 0, '(-inf, 11.75]'),\n",
       "  Text(1, 0, '(11.75, 13.08]'),\n",
       "  Text(2, 0, '(13.08, 13.7]'),\n",
       "  Text(3, 0, '(13.7, 15.04]'),\n",
       "  Text(4, 0, '(15.04, 15.27]'),\n",
       "  Text(5, 0, '(15.27, 16.84]'),\n",
       "  Text(6, 0, '(16.84, 17.85]'),\n",
       "  Text(7, 0, '(17.85, inf]')])"
      ]
     },
     "metadata": {},
     "execution_count": 37
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"296.30655pt\" version=\"1.1\" viewBox=\"0 0 373.299682 296.30655\" width=\"373.299682pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-23T13:22:21.577367</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 296.30655 \nL 373.299682 296.30655 \nL 373.299682 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 34.899682 221.04 \nL 369.699682 221.04 \nL 369.699682 3.6 \nL 34.899682 3.6 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pe50bc5713a)\" d=\"M 39.084682 221.04 \nL 72.564682 221.04 \nL 72.564682 13.954286 \nL 39.084682 13.954286 \nz\n\" style=\"fill:#366a9d;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pe50bc5713a)\" d=\"M 80.934682 221.04 \nL 114.414682 221.04 \nL 114.414682 62.274286 \nL 80.934682 62.274286 \nz\n\" style=\"fill:#6199ba;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#pe50bc5713a)\" d=\"M 122.784682 221.04 \nL 156.264682 221.04 \nL 156.264682 153.392 \nL 122.784682 153.392 \nz\n\" style=\"fill:#afcddc;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#pe50bc5713a)\" d=\"M 164.634682 221.04 \nL 198.114682 221.04 \nL 198.114682 106.452571 \nL 164.634682 106.452571 \nz\n\" style=\"fill:#e4ecf1;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#pe50bc5713a)\" d=\"M 206.484682 221.04 \nL 239.964682 221.04 \nL 239.964682 207.234286 \nL 206.484682 207.234286 \nz\n\" style=\"fill:#f7e8e0;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#pe50bc5713a)\" d=\"M 248.334682 221.04 \nL 281.814682 221.04 \nL 281.814682 160.294857 \nL 248.334682 160.294857 \nz\n\" style=\"fill:#ebbba5;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#pe50bc5713a)\" d=\"M 290.184682 221.04 \nL 323.664682 221.04 \nL 323.664682 192.048 \nL 290.184682 192.048 \nz\n\" style=\"fill:#cb7968;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#pe50bc5713a)\" d=\"M 332.034682 221.04 \nL 365.514682 221.04 \nL 365.514682 87.124571 \nL 332.034682 87.124571 \nz\n\" style=\"fill:#a3323d;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -3 \n\" id=\"mcecf2256c2\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"55.824682\" xlink:href=\"#mcecf2256c2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3 \n\" id=\"m1222999763\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"55.824682\" xlink:href=\"#m1222999763\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- (-inf, 11.75] -->\n      <g transform=\"translate(45.45914 271.655264)rotate(-60)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 30.59375 -24.390625 \nC 30.59375 -24.296875 30.59375 -24.09375 30.296875 -23.796875 \nC 25.703125 -19.125 13.40625 -6.359375 13.40625 24.703125 \nC 13.40625 55.765625 25.5 68.421875 30.40625 73.390625 \nC 30.40625 73.5 30.59375 73.703125 30.59375 74 \nC 30.59375 74.296875 30.296875 74.5 29.90625 74.5 \nC 28.796875 74.5 20.296875 67.125 15.40625 56.15625 \nC 10.40625 45.109375 9 34.359375 9 24.8125 \nC 9 17.625 9.703125 5.484375 15.703125 -7.359375 \nC 20.5 -17.734375 28.703125 -25 29.90625 -25 \nC 30.40625 -25 30.59375 -24.796875 30.59375 -24.390625 \nz\n\" id=\"CMR17-40\"/>\n        <path d=\"M 25.5 19 \nL 25.5 23.375 \nL 0.40625 23.375 \nL 0.40625 19 \nz\n\" id=\"CMR17-45\"/>\n        <path d=\"M 15.5 61.078125 \nC 15.5 63.265625 13.703125 65.15625 11.40625 65.15625 \nC 9.203125 65.15625 7.296875 63.375 7.296875 61.078125 \nC 7.296875 58.890625 9.09375 57 11.40625 57 \nC 13.59375 57 15.5 58.796875 15.5 61.078125 \nz\nM 3.796875 42.28125 \nL 3.796875 39.703125 \nC 9.40625 39.703125 10.203125 39.09375 10.203125 34.328125 \nL 10.203125 6.671875 \nC 10.203125 2.875 9.796875 2.390625 3.40625 2.390625 \nL 3.40625 -0.203125 \nC 5.796875 0 10.09375 0 12.59375 0 \nC 15 0 19.09375 0 21.40625 -0.203125 \nL 21.40625 2.390625 \nC 15.5 2.390625 15.296875 2.984375 15.296875 6.5625 \nL 15.296875 43.375 \nz\n\" id=\"CMR17-105\"/>\n        <path d=\"M 41.5 30.203125 \nC 41.5 35.296875 40.5 43.59375 28.703125 43.59375 \nC 20.796875 43.59375 16.703125 37.5 15.203125 33.5 \nL 15.09375 33.5 \nL 15.09375 43.59375 \nL 3.296875 42.5 \nL 3.296875 39.90625 \nC 9.203125 39.90625 10.09375 39.296875 10.09375 34.5 \nL 10.09375 6.6875 \nC 10.09375 2.875 9.703125 2.390625 3.296875 2.390625 \nL 3.296875 -0.203125 \nC 5.703125 0 10.09375 0 12.703125 0 \nC 15.296875 0 19.796875 0 22.203125 -0.203125 \nL 22.203125 2.390625 \nC 15.796875 2.390625 15.40625 2.78125 15.40625 6.6875 \nL 15.40625 25.90625 \nC 15.40625 35.109375 21 42 28 42 \nC 35.40625 42 36.203125 35.40625 36.203125 30.59375 \nL 36.203125 6.6875 \nC 36.203125 2.875 35.796875 2.390625 29.40625 2.390625 \nL 29.40625 -0.203125 \nC 31.796875 0 36.203125 0 38.796875 0 \nC 41.40625 0 45.90625 0 48.296875 -0.203125 \nL 48.296875 2.390625 \nC 41.90625 2.390625 41.5 2.78125 41.5 6.6875 \nz\n\" id=\"CMR17-110\"/>\n        <path d=\"M 15.296875 40 \nL 26.703125 40 \nL 26.703125 42.578125 \nL 15.09375 42.578125 \nL 15.09375 54.59375 \nC 15.09375 62.84375 19.296875 68 23.59375 68 \nC 24.90625 68 26.40625 67.609375 27.40625 66.90625 \nC 26.59375 66.703125 24.5 66.015625 24.5 63.546875 \nC 24.5 60.953125 26.5 60.15625 27.90625 60.15625 \nC 29.296875 60.15625 31.296875 60.953125 31.296875 63.546875 \nC 31.296875 67.3125 27.703125 69.59375 23.703125 69.59375 \nC 18 69.59375 10.203125 64.9375 10.203125 54.390625 \nL 10.203125 42.578125 \nL 2.203125 42.578125 \nL 2.203125 40 \nL 10.203125 40 \nL 10.203125 6.671875 \nC 10.203125 2.875 9.796875 2.390625 3.40625 2.390625 \nL 3.40625 -0.203125 \nC 5.796875 0 10.40625 0 13 0 \nC 15.90625 0 21 0 23.703125 -0.203125 \nL 23.703125 2.390625 \nC 16.5 2.390625 15.296875 2.390625 15.296875 6.859375 \nz\n\" id=\"CMR17-102\"/>\n        <path d=\"M 15.796875 1.59375 \nC 16 0.703125 16 0.390625 16 -1.203125 \nC 16 -7.234375 14 -12.765625 9.796875 -17.796875 \nC 9.296875 -18.28125 9.296875 -18.484375 9.296875 -18.703125 \nC 9.296875 -19.09375 9.703125 -19.5 10.09375 -19.5 \nC 10.703125 -19.5 17.59375 -12.484375 17.59375 -1.359375 \nC 17.59375 1.9375 17.203125 8.15625 12.5 8.15625 \nC 10.296875 8.15625 8.40625 6.671875 8.40625 4.078125 \nC 8.40625 1.5 10.296875 0 12.5 0 \nC 13.703125 0 15 0.5 15.796875 1.59375 \nz\n\" id=\"CMR17-44\"/>\n        <path d=\"M 26.59375 63.40625 \nC 26.59375 65.5 26.5 65.5 25.09375 65.5 \nC 21.203125 61.1875 15.296875 59.796875 9.703125 59.796875 \nC 9.40625 59.796875 8.90625 59.796875 8.796875 59.5 \nC 8.703125 59.296875 8.703125 59.09375 8.703125 57 \nC 11.796875 57 17 57.59375 21 59.984375 \nL 21 7.203125 \nC 21 3.6875 20.796875 2.5 12.203125 2.5 \nL 9.203125 2.5 \nL 9.203125 0 \nC 14 0 19 0 23.796875 0 \nC 28.59375 0 33.59375 0 38.40625 0 \nL 38.40625 2.5 \nL 35.40625 2.5 \nC 26.796875 2.5 26.59375 3.59375 26.59375 7.15625 \nz\n\" id=\"CMR17-49\"/>\n        <path d=\"M 16.59375 4.078125 \nC 16.59375 6.5625 14.59375 8.15625 12.5 8.15625 \nC 10.5 8.15625 8.40625 6.5625 8.40625 4.078125 \nC 8.40625 1.59375 10.40625 0 12.5 0 \nC 14.5 0 16.59375 1.59375 16.59375 4.078125 \nz\n\" id=\"CMR17-46\"/>\n        <path d=\"M 45.09375 61.578125 \nL 45.09375 63.765625 \nL 21.59375 63.765625 \nC 9.90625 63.765625 9.703125 65.078125 9.296875 67 \nL 7.5 67 \nL 4.59375 48.34375 \nL 6.40625 48.34375 \nC 6.703125 50.234375 7.40625 55.3125 8.59375 57.203125 \nC 9.203125 58 16.59375 58 18.296875 58 \nL 40.296875 58 \nL 29.203125 41.578125 \nC 21.796875 30.53125 16.703125 15.609375 16.703125 2.578125 \nC 16.703125 1.390625 16.703125 -2 20.296875 -2 \nC 23.90625 -2 23.90625 1.390625 23.90625 2.671875 \nL 23.90625 7.265625 \nC 23.90625 23.5625 26.703125 34.3125 31.296875 41.1875 \nz\n\" id=\"CMR17-55\"/>\n        <path d=\"M 11.40625 57.6875 \nC 12.40625 57.28125 16.5 56 20.703125 56 \nC 30 56 35.09375 61.109375 38 64.0625 \nC 38 64.953125 38 65.5 37.40625 65.5 \nC 37.296875 65.5 37.09375 65.5 36.296875 65.046875 \nC 32.796875 63.40625 28.703125 62.078125 23.703125 62.078125 \nC 20.703125 62.078125 16.203125 62.484375 11.296875 64.671875 \nC 10.203125 65.171875 10 65.171875 9.90625 65.171875 \nC 9.40625 65.171875 9.296875 65.0625 9.296875 63.078125 \nL 9.296875 34.421875 \nC 9.296875 32.640625 9.296875 32.140625 10.296875 32.140625 \nC 10.796875 32.140625 11 32.34375 11.5 33.03125 \nC 14.703125 37.515625 19.09375 39.40625 24.09375 39.40625 \nC 27.59375 39.40625 35.09375 37.21875 35.09375 20.140625 \nC 35.09375 16.953125 35.09375 11.171875 32.09375 6.578125 \nC 29.59375 2.484375 25.703125 0.390625 21.40625 0.390625 \nC 14.796875 0.390625 8.09375 5 6.296875 12.71875 \nC 6.703125 12.609375 7.5 12.421875 7.90625 12.421875 \nC 9.203125 12.421875 11.703125 13.125 11.703125 16.21875 \nC 11.703125 18.90625 9.796875 20 7.90625 20 \nC 5.59375 20 4.09375 18.59375 4.09375 15.796875 \nC 4.09375 7.09375 11 -2 21.59375 -2 \nC 31.90625 -2 41.703125 6.875 41.703125 19.75 \nC 41.703125 31.71875 33.90625 41 24.203125 41 \nC 19.09375 41 14.796875 39.109375 11.40625 35.53125 \nz\n\" id=\"CMR17-53\"/>\n        <path d=\"M 14.296875 74.484375 \nL 1.40625 74.484375 \nL 1.40625 71 \nL 10.796875 71 \nL 10.796875 -21.515625 \nL 1.40625 -21.515625 \nL 1.40625 -25 \nL 14.296875 -25 \nz\n\" id=\"CMR17-93\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-45\"/>\n       <use transform=\"translate(65.356734 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n       <use transform=\"translate(90.227793 0)scale(0.996264)\" xlink:href=\"#CMR17-110\"/>\n       <use transform=\"translate(141.123162 0)scale(0.996264)\" xlink:href=\"#CMR17-102\"/>\n       <use transform=\"translate(168.596675 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(223.5437 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(269.234177 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(314.924654 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(339.795712 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(385.486189 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(431.176667 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"97.674682\" xlink:href=\"#mcecf2256c2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"97.674682\" xlink:href=\"#m1222999763\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- (11.75, 13.08] -->\n      <g transform=\"translate(85.302767 278.605544)rotate(-60)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 22.09375 33.703125 \nC 31 33.703125 34.90625 25.96875 34.90625 17.03125 \nC 34.90625 5 28.5 0.390625 22.703125 0.390625 \nC 17.40625 0.390625 8.796875 3.03125 6.09375 10.828125 \nC 6.59375 10.625 7.09375 10.625 7.59375 10.625 \nC 10 10.625 11.796875 12.21875 11.796875 14.8125 \nC 11.796875 17.703125 9.59375 19 7.59375 19 \nC 5.90625 19 3.296875 18.203125 3.296875 14.46875 \nC 3.296875 5.234375 12.296875 -2 22.90625 -2 \nC 34 -2 42.5 6.71875 42.5 16.953125 \nC 42.5 26.671875 34.5 33.703125 25 34.796875 \nC 32.59375 36.375 39.90625 43.0625 39.90625 52.015625 \nC 39.90625 59.6875 32 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 59.828125 5.90625 52.015625 \nC 5.90625 48.59375 8.5 48 9.796875 48 \nC 11.90625 48 13.703125 49.296875 13.703125 51.890625 \nC 13.703125 54.46875 11.90625 55.765625 9.796875 55.765625 \nC 9.40625 55.765625 8.90625 55.765625 8.5 55.578125 \nC 11.40625 61.859375 19.296875 63 22.796875 63 \nC 26.296875 63 32.90625 61.328125 32.90625 51.875 \nC 32.90625 49.109375 32.5 44.1875 29.09375 39.84375 \nC 26.09375 36 22.703125 36 19.40625 35.6875 \nC 18.90625 35.6875 16.59375 35.453125 16.203125 35.453125 \nC 15.5 35.359375 15.09375 35.265625 15.09375 34.5 \nC 15.09375 33.796875 15.203125 33.703125 17.203125 33.703125 \nz\n\" id=\"CMR17-51\"/>\n        <path d=\"M 42 31.640625 \nC 42 37.75 41.90625 48.125 37.703125 56.109375 \nC 34 63.109375 28.09375 65.59375 22.90625 65.59375 \nC 18.09375 65.59375 12 63.40625 8.203125 56.203125 \nC 4.203125 48.71875 3.796875 39.4375 3.796875 31.640625 \nC 3.796875 25.953125 3.90625 17.28125 7 9.671875 \nC 11.296875 -0.609375 19 -2 22.90625 -2 \nC 27.5 -2 34.5 -0.109375 38.59375 9.375 \nC 41.59375 16.28125 42 24.359375 42 31.640625 \nz\nM 22.90625 -0.40625 \nC 16.5 -0.40625 12.703125 5.078125 11.296875 12.6875 \nC 10.203125 18.5625 10.203125 27.15625 10.203125 32.75 \nC 10.203125 40.4375 10.203125 46.828125 11.5 52.921875 \nC 13.40625 61.390625 19 64 22.90625 64 \nC 27 64 32.296875 61.296875 34.203125 53.125 \nC 35.5 47.4375 35.59375 40.734375 35.59375 32.75 \nC 35.59375 26.25 35.59375 18.265625 34.40625 12.375 \nC 32.296875 1.484375 26.40625 -0.40625 22.90625 -0.40625 \nz\n\" id=\"CMR17-48\"/>\n        <path d=\"M 27.203125 35.375 \nC 33.5 38.546875 39.90625 43.328125 39.90625 50.984375 \nC 39.90625 60.015625 31.09375 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 58.734375 5.90625 49.6875 \nC 5.90625 47.203125 6.5 42.921875 10.40625 39.140625 \nC 11.40625 38.15625 15.59375 35.171875 18.296875 33.28125 \nC 13.796875 30.984375 3.296875 25.53125 3.296875 14.59375 \nC 3.296875 4.359375 13.09375 -2 22.796875 -2 \nC 33.5 -2 42.5 5.65625 42.5 15.78125 \nC 42.5 24.84375 36.40625 29.015625 32.40625 31.703125 \nz\nM 14.09375 44.09375 \nC 13.296875 44.59375 9.296875 47.671875 9.296875 52.359375 \nC 9.296875 58.421875 15.59375 63 22.796875 63 \nC 30.703125 63 36.5 57.4375 36.5 50.96875 \nC 36.5 41.703125 26.09375 36.421875 25.59375 36.421875 \nC 25.5 36.421875 25.40625 36.421875 24.59375 37.03125 \nz\nM 32.5 23.734375 \nC 34 22.640625 38.796875 19.375 38.796875 13.296875 \nC 38.796875 5.953125 31.40625 0.390625 23 0.390625 \nC 13.90625 0.390625 7 6.84375 7 14.6875 \nC 7 22.546875 13.09375 29.09375 20 32.1875 \nz\n\" id=\"CMR17-56\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"139.524682\" xlink:href=\"#mcecf2256c2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"139.524682\" xlink:href=\"#m1222999763\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- (13.08, 13.7] -->\n      <g transform=\"translate(128.3981 274.291581)rotate(-60)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"181.374682\" xlink:href=\"#mcecf2256c2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"181.374682\" xlink:href=\"#m1222999763\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- (13.7, 15.04] -->\n      <g transform=\"translate(170.2481 274.291581)rotate(-60)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 33.59375 64.40625 \nC 33.59375 66.5 33.5 66.5 31.703125 66.5 \nL 2 19.59375 \nL 2 17 \nL 27.796875 17 \nL 27.796875 7.140625 \nC 27.796875 3.5 27.59375 2.5 20.59375 2.5 \nL 18.703125 2.5 \nL 18.703125 0 \nC 21.90625 0 27.296875 0 30.703125 0 \nC 34.09375 0 39.5 0 42.703125 0 \nL 42.703125 2.5 \nL 40.796875 2.5 \nC 33.796875 2.5 33.59375 3.5 33.59375 7.140625 \nL 33.59375 17 \nL 43.796875 17 \nL 43.796875 19.59375 \nL 33.59375 19.59375 \nz\nM 28.09375 57.859375 \nL 28.09375 19.59375 \nL 4 19.59375 \nz\n\" id=\"CMR17-52\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-51\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(252.170282 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(368.422295 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"223.224682\" xlink:href=\"#mcecf2256c2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"223.224682\" xlink:href=\"#m1222999763\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- (15.04, 15.27] -->\n      <g transform=\"translate(210.852767 278.605544)rotate(-60)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 41.703125 15.453125 \nL 39.90625 15.453125 \nC 38.90625 8.375 38.09375 7.171875 37.703125 6.5625 \nC 37.203125 5.765625 30 5.765625 28.59375 5.765625 \nL 9.40625 5.765625 \nC 13 9.671875 20 16.75 28.5 24.953125 \nC 34.59375 30.734375 41.703125 37.53125 41.703125 47.421875 \nC 41.703125 59.21875 32.296875 66 21.796875 66 \nC 10.796875 66 4.09375 56.3125 4.09375 47.34375 \nC 4.09375 43.4375 7 42.9375 8.203125 42.9375 \nC 9.203125 42.9375 12.203125 43.546875 12.203125 47.03125 \nC 12.203125 50.109375 9.59375 51 8.203125 51 \nC 7.59375 51 7 50.90625 6.59375 50.703125 \nC 8.5 59.21875 14.296875 63.40625 20.40625 63.40625 \nC 29.09375 63.40625 34.796875 56.515625 34.796875 47.421875 \nC 34.796875 38.734375 29.703125 31.25 24 24.75 \nL 4.09375 2.28125 \nL 4.09375 0 \nL 39.296875 0 \nz\n\" id=\"CMR17-50\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"265.074682\" xlink:href=\"#mcecf2256c2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"265.074682\" xlink:href=\"#m1222999763\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- (15.27, 16.84] -->\n      <g transform=\"translate(252.702767 278.605544)rotate(-60)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 10.59375 34 \nC 10.59375 57.65625 21.796875 63 28.296875 63 \nC 30.40625 63 35.5 62.640625 37.5 59 \nC 35.90625 59 32.90625 59 32.90625 55.515625 \nC 32.90625 52.828125 35.09375 51.921875 36.5 51.921875 \nC 37.40625 51.921875 40.09375 52.3125 40.09375 55.625 \nC 40.09375 61.78125 35.09375 65.296875 28.203125 65.296875 \nC 16.296875 65.296875 3.796875 52.96875 3.796875 31 \nC 3.796875 3.953125 15.09375 -2 23.09375 -2 \nC 32.796875 -2 42 6.671875 42 20.046875 \nC 42 32.515625 33.90625 41.59375 23.703125 41.59375 \nC 17.59375 41.59375 13.09375 37.609375 10.59375 30.625 \nz\nM 23.09375 0.390625 \nC 10.796875 0.390625 10.796875 18.75 10.796875 22.4375 \nC 10.796875 29.625 14.203125 40 23.5 40 \nC 25.203125 40 30.09375 40 33.40625 33.125 \nC 35.203125 29.21875 35.203125 25.140625 35.203125 20.140625 \nC 35.203125 14.75 35.203125 10.78125 33.09375 6.78125 \nC 30.90625 2.671875 27.703125 0.390625 23.09375 0.390625 \nz\n\" id=\"CMR17-54\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"306.924682\" xlink:href=\"#mcecf2256c2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"306.924682\" xlink:href=\"#m1222999763\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- (16.84, 17.85] -->\n      <g transform=\"translate(294.552767 278.605544)rotate(-60)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(389.241714 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(459.803249 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(505.493727 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"348.774682\" xlink:href=\"#mcecf2256c2\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"348.774682\" xlink:href=\"#m1222999763\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- (17.85, inf] -->\n      <g transform=\"translate(339.045638 269.450368)rotate(-60)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-53\"/>\n       <use transform=\"translate(242.913735 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n       <use transform=\"translate(322.731818 0)scale(0.996264)\" xlink:href=\"#CMR17-110\"/>\n       <use transform=\"translate(373.627188 0)scale(0.996264)\" xlink:href=\"#CMR17-102\"/>\n       <use transform=\"translate(407.006213 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -1.5 \n\" id=\"mac9533a064\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"39.084682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_18\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 1.5 \n\" id=\"me387cdd859\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"39.084682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"47.454682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"47.454682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"64.194682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"64.194682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"72.564682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"72.564682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"80.934682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"80.934682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"89.304682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"89.304682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"106.044682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"106.044682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"114.414682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"114.414682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"122.784682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"122.784682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"131.154682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"131.154682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"147.894682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"147.894682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"156.264682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"156.264682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.634682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"164.634682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"173.004682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"173.004682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"189.744682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"189.744682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_47\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"198.114682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_48\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"198.114682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_49\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"206.484682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_50\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"206.484682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_51\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"214.854682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_52\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"214.854682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"line2d_53\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"231.594682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_54\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"231.594682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_28\">\n     <g id=\"line2d_55\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"239.964682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_56\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"239.964682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_29\">\n     <g id=\"line2d_57\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"248.334682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"248.334682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_30\">\n     <g id=\"line2d_59\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"256.704682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_60\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"256.704682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_31\">\n     <g id=\"line2d_61\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"273.444682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_62\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"273.444682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_32\">\n     <g id=\"line2d_63\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"281.814682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_64\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"281.814682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_33\">\n     <g id=\"line2d_65\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"290.184682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_66\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"290.184682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_34\">\n     <g id=\"line2d_67\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"298.554682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_68\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"298.554682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_35\">\n     <g id=\"line2d_69\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"315.294682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_70\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"315.294682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_36\">\n     <g id=\"line2d_71\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"323.664682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_72\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"323.664682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_37\">\n     <g id=\"line2d_73\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"332.034682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_74\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"332.034682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_38\">\n     <g id=\"line2d_75\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"340.404682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_76\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"340.404682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_39\">\n     <g id=\"line2d_77\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"357.144682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_78\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"357.144682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_40\">\n     <g id=\"line2d_79\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"365.514682\" xlink:href=\"#mac9533a064\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_80\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"365.514682\" xlink:href=\"#me387cdd859\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_9\">\n     <!-- Bins -->\n     <g transform=\"translate(192.655269 290.769372)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 5.203125 68 \nL 5.203125 65.40625 \nC 12.09375 65.40625 13.203125 65.40625 13.203125 60.9375 \nL 13.203125 7.0625 \nC 13.203125 2.59375 12.09375 2.59375 5.203125 2.59375 \nL 5.203125 0 \nL 39.59375 0 \nC 52.40625 0 60.703125 9.109375 60.703125 18.1875 \nC 60.703125 27.203125 52.5 34.890625 41.796875 34.890625 \nC 51.40625 36.8125 58.09375 43.296875 58.09375 51 \nC 58.09375 59.40625 49.90625 68 37 68 \nz\nM 19.5 36 \nL 19.5 61.515625 \nC 19.5 64.921875 19.703125 65.40625 23.703125 65.40625 \nL 36.5 65.40625 \nC 46.40625 65.40625 50.796875 57.40625 50.796875 51.203125 \nC 50.796875 43.609375 44.703125 36 33.90625 36 \nz\nM 23.703125 2.59375 \nC 19.703125 2.59375 19.5 3.078125 19.5 6.453125 \nL 19.5 34.40625 \nL 38 34.40625 \nC 48.296875 34.40625 53.296875 25.390625 53.296875 18.15625 \nC 53.296875 10.921875 47.59375 2.59375 36.703125 2.59375 \nz\n\" id=\"CMR17-66\"/>\n       <path d=\"M 30.90625 42.140625 \nC 30.90625 43.953125 30.796875 44.046875 30.203125 44.046875 \nC 29.796875 44.046875 29.703125 43.953125 28.5 42.453125 \nC 28.203125 42.046875 27.296875 41.03125 27 40.640625 \nC 23.796875 44.046875 19.296875 44.046875 17.59375 44.046875 \nC 6.5 44.046875 2.5 38.234375 2.5 32.4375 \nC 2.5 23.40625 12.703125 21.328125 15.59375 20.703125 \nC 21.90625 19.421875 24.09375 19.015625 26.203125 17.203125 \nC 27.5 16.015625 29.703125 13.8125 29.703125 10.21875 \nC 29.703125 6 27.296875 0.59375 18.09375 0.59375 \nC 9.40625 0.59375 6.296875 7.1875 4.5 15.953125 \nC 4.203125 17.34375 4.203125 17.453125 3.40625 17.453125 \nC 2.59375 17.453125 2.5 17.34375 2.5 15.359375 \nL 2.5 0.984375 \nC 2.5 -0.796875 2.59375 -0.90625 3.203125 -0.90625 \nC 3.703125 -0.90625 3.796875 -0.796875 4.296875 0 \nC 4.90625 0.890625 6.40625 3.296875 7 4.3125 \nC 9 1.609375 12.5 -1 18.09375 -1 \nC 28 -1 33.296875 4.421875 33.296875 12.25 \nC 33.296875 17.375 30.59375 20.078125 29.296875 21.28125 \nC 26.296875 24.390625 22.796875 25.09375 18.59375 25.890625 \nC 13.09375 27.109375 6.09375 28.515625 6.09375 34.640625 \nC 6.09375 37.234375 7.5 42.765625 17.59375 42.765625 \nC 28.296875 42.765625 28.90625 32.71875 29.09375 29.5 \nC 29.203125 29 29.703125 28.890625 30 28.890625 \nC 30.90625 28.890625 30.90625 29.203125 30.90625 30.90625 \nz\n\" id=\"CMR17-115\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-66\"/>\n      <use transform=\"translate(65.188754 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n      <use transform=\"translate(90.059813 0)scale(0.996264)\" xlink:href=\"#CMR17-110\"/>\n      <use transform=\"translate(140.955183 0)scale(0.996264)\" xlink:href=\"#CMR17-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_81\">\n      <path clip-path=\"url(#pe50bc5713a)\" d=\"M 34.899682 221.04 \nL 369.699682 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_82\">\n      <defs>\n       <path d=\"M 0 0 \nL 3 0 \n\" id=\"m7aa819c519\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m7aa819c519\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_83\">\n      <defs>\n       <path d=\"M 0 0 \nL -3 0 \n\" id=\"m011d39d262\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m011d39d262\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- $\\mathdefault{0}$ -->\n      <g transform=\"translate(26.418347 224.499249)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_84\">\n      <path clip-path=\"url(#pe50bc5713a)\" d=\"M 34.899682 193.428571 \nL 369.699682 193.428571 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_85\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m7aa819c519\" y=\"193.428571\"/>\n      </g>\n     </g>\n     <g id=\"line2d_86\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m011d39d262\" y=\"193.428571\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- $\\mathdefault{20}$ -->\n      <g transform=\"translate(21.437012 196.887821)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_87\">\n      <path clip-path=\"url(#pe50bc5713a)\" d=\"M 34.899682 165.817143 \nL 369.699682 165.817143 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_88\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m7aa819c519\" y=\"165.817143\"/>\n      </g>\n     </g>\n     <g id=\"line2d_89\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m011d39d262\" y=\"165.817143\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- $\\mathdefault{40}$ -->\n      <g transform=\"translate(21.437012 169.276392)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_90\">\n      <path clip-path=\"url(#pe50bc5713a)\" d=\"M 34.899682 138.205714 \nL 369.699682 138.205714 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_91\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m7aa819c519\" y=\"138.205714\"/>\n      </g>\n     </g>\n     <g id=\"line2d_92\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m011d39d262\" y=\"138.205714\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- $\\mathdefault{60}$ -->\n      <g transform=\"translate(21.437012 141.664963)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_93\">\n      <path clip-path=\"url(#pe50bc5713a)\" d=\"M 34.899682 110.594286 \nL 369.699682 110.594286 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_94\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m7aa819c519\" y=\"110.594286\"/>\n      </g>\n     </g>\n     <g id=\"line2d_95\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m011d39d262\" y=\"110.594286\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- $\\mathdefault{80}$ -->\n      <g transform=\"translate(21.437012 114.053535)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_96\">\n      <path clip-path=\"url(#pe50bc5713a)\" d=\"M 34.899682 82.982857 \nL 369.699682 82.982857 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_97\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m7aa819c519\" y=\"82.982857\"/>\n      </g>\n     </g>\n     <g id=\"line2d_98\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m011d39d262\" y=\"82.982857\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- $\\mathdefault{100}$ -->\n      <g transform=\"translate(16.455677 86.442106)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_99\">\n      <path clip-path=\"url(#pe50bc5713a)\" d=\"M 34.899682 55.371429 \nL 369.699682 55.371429 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_100\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m7aa819c519\" y=\"55.371429\"/>\n      </g>\n     </g>\n     <g id=\"line2d_101\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m011d39d262\" y=\"55.371429\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- $\\mathdefault{120}$ -->\n      <g transform=\"translate(16.455677 58.830678)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_102\">\n      <path clip-path=\"url(#pe50bc5713a)\" d=\"M 34.899682 27.76 \nL 369.699682 27.76 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_103\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m7aa819c519\" y=\"27.76\"/>\n      </g>\n     </g>\n     <g id=\"line2d_104\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m011d39d262\" y=\"27.76\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- $\\mathdefault{140}$ -->\n      <g transform=\"translate(16.455677 31.219249)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_105\">\n      <defs>\n       <path d=\"M 0 0 \nL 1.5 0 \n\" id=\"mbb79b5a515\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"214.137143\"/>\n      </g>\n     </g>\n     <g id=\"line2d_106\">\n      <defs>\n       <path d=\"M 0 0 \nL -1.5 0 \n\" id=\"meea7e7ae97\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"214.137143\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_107\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"207.234286\"/>\n      </g>\n     </g>\n     <g id=\"line2d_108\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"207.234286\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_109\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"200.331429\"/>\n      </g>\n     </g>\n     <g id=\"line2d_110\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"200.331429\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_111\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"186.525714\"/>\n      </g>\n     </g>\n     <g id=\"line2d_112\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"186.525714\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_113\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"179.622857\"/>\n      </g>\n     </g>\n     <g id=\"line2d_114\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"179.622857\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_115\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"172.72\"/>\n      </g>\n     </g>\n     <g id=\"line2d_116\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"172.72\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_117\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"158.914286\"/>\n      </g>\n     </g>\n     <g id=\"line2d_118\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"158.914286\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_119\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"152.011429\"/>\n      </g>\n     </g>\n     <g id=\"line2d_120\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"152.011429\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_17\">\n     <g id=\"line2d_121\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"145.108571\"/>\n      </g>\n     </g>\n     <g id=\"line2d_122\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"145.108571\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_18\">\n     <g id=\"line2d_123\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"131.302857\"/>\n      </g>\n     </g>\n     <g id=\"line2d_124\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"131.302857\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_19\">\n     <g id=\"line2d_125\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"124.4\"/>\n      </g>\n     </g>\n     <g id=\"line2d_126\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"124.4\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_20\">\n     <g id=\"line2d_127\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"117.497143\"/>\n      </g>\n     </g>\n     <g id=\"line2d_128\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"117.497143\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_21\">\n     <g id=\"line2d_129\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"103.691429\"/>\n      </g>\n     </g>\n     <g id=\"line2d_130\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"103.691429\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_22\">\n     <g id=\"line2d_131\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"96.788571\"/>\n      </g>\n     </g>\n     <g id=\"line2d_132\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"96.788571\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_23\">\n     <g id=\"line2d_133\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"89.885714\"/>\n      </g>\n     </g>\n     <g id=\"line2d_134\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"89.885714\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_24\">\n     <g id=\"line2d_135\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"76.08\"/>\n      </g>\n     </g>\n     <g id=\"line2d_136\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"76.08\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_25\">\n     <g id=\"line2d_137\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"69.177143\"/>\n      </g>\n     </g>\n     <g id=\"line2d_138\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"69.177143\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_26\">\n     <g id=\"line2d_139\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"62.274286\"/>\n      </g>\n     </g>\n     <g id=\"line2d_140\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"62.274286\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_27\">\n     <g id=\"line2d_141\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"48.468571\"/>\n      </g>\n     </g>\n     <g id=\"line2d_142\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"48.468571\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_28\">\n     <g id=\"line2d_143\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"41.565714\"/>\n      </g>\n     </g>\n     <g id=\"line2d_144\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"41.565714\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_29\">\n     <g id=\"line2d_145\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"34.662857\"/>\n      </g>\n     </g>\n     <g id=\"line2d_146\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"34.662857\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_30\">\n     <g id=\"line2d_147\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"20.857143\"/>\n      </g>\n     </g>\n     <g id=\"line2d_148\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"20.857143\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_31\">\n     <g id=\"line2d_149\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"13.954286\"/>\n      </g>\n     </g>\n     <g id=\"line2d_150\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"13.954286\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_32\">\n     <g id=\"line2d_151\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#mbb79b5a515\" y=\"7.051429\"/>\n      </g>\n     </g>\n     <g id=\"line2d_152\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#meea7e7ae97\" y=\"7.051429\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_18\">\n     <!-- Sample Size -->\n     <g transform=\"translate(10.518498 138.333609)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 43.796875 67.03125 \nC 43.796875 68.8125 43.703125 68.921875 43.09375 68.921875 \nC 42.5 68.921875 42.296875 68.515625 41.90625 67.625 \nL 38.90625 61.046875 \nC 35.09375 66.515625 29.296875 69 23 69 \nC 12.796875 69 4.59375 60.953125 4.59375 50.828125 \nC 4.59375 47.75 5.296875 43.375 8.703125 39.21875 \nC 12.40625 34.65625 15.90625 33.859375 23.90625 31.765625 \nC 26.90625 30.96875 31.90625 29.671875 32.90625 29.28125 \nC 38.59375 26.90625 41.59375 20.953125 41.59375 15.390625 \nC 41.59375 8.234375 36.5 0.59375 27.796875 0.59375 \nC 17.09375 0.59375 7.09375 6.546875 6.40625 20.484375 \nC 6.296875 22.078125 6.203125 22.171875 5.5 22.171875 \nC 4.703125 22.171875 4.59375 22.078125 4.59375 20.078125 \nL 4.59375 -0.015625 \nC 4.59375 -1.796875 4.703125 -1.90625 5.296875 -1.90625 \nC 6 -1.90625 6.203125 -1.40625 7.59375 1.6875 \nC 7.703125 1.984375 7.703125 2.1875 9.59375 5.953125 \nC 14.59375 -0.609375 23 -2 27.796875 -2 \nC 38.703125 -2 46.40625 7.046875 46.40625 17.5625 \nC 46.40625 22.71875 44.5 26.6875 43.40625 28.484375 \nC 39.203125 34.84375 34.703125 36.03125 29.90625 37.21875 \nC 29.203125 37.53125 29 37.53125 23.40625 38.90625 \nC 18 40.296875 15.703125 41 13.203125 43.6875 \nC 10.40625 46.75 9.40625 49.9375 9.40625 53.109375 \nC 9.40625 59.5625 14.59375 66.609375 23.09375 66.609375 \nC 33.703125 66.609375 40.296875 59.15625 41.796875 46.765625 \nC 42.09375 44.96875 42.203125 44.875 42.90625 44.875 \nC 43.796875 44.875 43.796875 45.171875 43.796875 46.859375 \nz\n\" id=\"CMR17-83\"/>\n       <path d=\"M 36 25.828125 \nC 36 32.375 36 35.84375 31.796875 39.734375 \nC 28.09375 43 23.796875 44 20.40625 44 \nC 12.5 44 6.796875 37.609375 6.796875 30.796875 \nC 6.796875 27 9.796875 27 10.40625 27 \nC 11.703125 27 14 27.78125 14 30.53125 \nC 14 33 12.09375 34.078125 10.40625 34.078125 \nC 10 34.078125 9.5 33.96875 9.203125 33.875 \nC 11.296875 40.5 16.703125 42.40625 20.203125 42.40625 \nC 25.203125 42.40625 30.703125 37.953125 30.703125 29.453125 \nL 30.703125 25 \nC 24.796875 25 17.703125 24.203125 12.09375 21.203125 \nC 5.796875 17.703125 4 12.703125 4 8.90625 \nC 4 1.203125 13 -1 18.296875 -1 \nC 23.796875 -1 28.90625 2.171875 31.09375 7.984375 \nC 31.296875 3.640625 34.09375 -0.28125 38.5 -0.28125 \nC 40.59375 -0.28125 45.90625 1.09375 45.90625 8.859375 \nL 45.90625 14.375 \nL 44.09375 14.375 \nL 44.09375 8.78125 \nC 44.09375 2.78125 41.40625 2 40.09375 2 \nC 36 2 36 7.15625 36 11.53125 \nz\nM 30.703125 13.59375 \nC 30.703125 4.953125 24.5 0.59375 19 0.59375 \nC 14 0.59375 10.09375 4.296875 10.09375 8.90625 \nC 10.09375 11.890625 11.40625 17.1875 17.203125 20.390625 \nC 22 23.09375 27.5 23.5 30.703125 23.5 \nz\n\" id=\"CMR17-97\"/>\n       <path d=\"M 67.59375 30.203125 \nC 67.59375 35.1875 66.703125 43.59375 54.796875 43.59375 \nC 48 43.59375 43.296875 39 41.5 33.609375 \nL 41.40625 33.609375 \nC 40.203125 41.8125 34.296875 43.59375 28.703125 43.59375 \nC 20.796875 43.59375 16.703125 37.5 15.203125 33.5 \nL 15.09375 33.5 \nL 15.09375 43.59375 \nL 3.296875 42.5 \nL 3.296875 39.90625 \nC 9.203125 39.90625 10.09375 39.296875 10.09375 34.5 \nL 10.09375 6.6875 \nC 10.09375 2.875 9.703125 2.390625 3.296875 2.390625 \nL 3.296875 -0.203125 \nC 5.703125 0 10.09375 0 12.703125 0 \nC 15.296875 0 19.796875 0 22.203125 -0.203125 \nL 22.203125 2.390625 \nC 15.796875 2.390625 15.40625 2.78125 15.40625 6.6875 \nL 15.40625 25.90625 \nC 15.40625 35.109375 21 42 28 42 \nC 35.40625 42 36.203125 35.40625 36.203125 30.59375 \nL 36.203125 6.6875 \nC 36.203125 2.875 35.796875 2.390625 29.40625 2.390625 \nL 29.40625 -0.203125 \nC 31.796875 0 36.203125 0 38.796875 0 \nC 41.40625 0 45.90625 0 48.296875 -0.203125 \nL 48.296875 2.390625 \nC 41.90625 2.390625 41.5 2.78125 41.5 6.6875 \nL 41.5 25.90625 \nC 41.5 35.109375 47.09375 42 54.09375 42 \nC 61.5 42 62.296875 35.40625 62.296875 30.59375 \nL 62.296875 6.6875 \nC 62.296875 2.875 61.90625 2.390625 55.5 2.390625 \nL 55.5 -0.203125 \nC 57.90625 0 62.296875 0 64.90625 0 \nC 67.5 0 72 0 74.40625 -0.203125 \nL 74.40625 2.390625 \nC 68 2.390625 67.59375 2.78125 67.59375 6.6875 \nz\n\" id=\"CMR17-109\"/>\n       <path d=\"M 22 -16.609375 \nC 15.59375 -16.609375 15.203125 -16.203125 15.203125 -12.328125 \nL 15.203125 6.28125 \nC 18.09375 2.09375 22.296875 -0.59375 27.59375 -0.59375 \nC 37.59375 -0.59375 47.703125 8.171875 47.703125 21.6875 \nC 47.703125 34.234375 39 43.78125 28.703125 43.78125 \nC 22.703125 43.78125 17.796875 40.5 15 36.53125 \nL 15 43.78125 \nL 3.09375 42.6875 \nL 3.09375 40.109375 \nC 9 40.109375 9.90625 39.5 9.90625 34.734375 \nL 9.90625 -12.328125 \nC 9.90625 -16.109375 9.5 -16.609375 3.09375 -16.609375 \nL 3.09375 -19.1875 \nC 5.5 -19 9.90625 -19 12.5 -19 \nC 15.09375 -19 19.59375 -19 22 -19.1875 \nz\nM 15.203125 31.4375 \nC 15.203125 32.84375 15.203125 34.921875 19.09375 38.609375 \nC 19.59375 39.015625 23 42 28 42 \nC 35.296875 42 41.296875 32.9375 41.296875 21.59375 \nC 41.296875 10.25 34.90625 1 27 1 \nC 23.40625 1 19.5 2.6875 16.5 7.375 \nC 15.203125 9.5625 15.203125 10.15625 15.203125 11.75 \nz\n\" id=\"CMR17-112\"/>\n       <path d=\"M 15.296875 68.6875 \nL 3.40625 67.59375 \nL 3.40625 65 \nC 9.296875 65 10.203125 64.40625 10.203125 59.640625 \nL 10.203125 6.65625 \nC 10.203125 2.875 9.796875 2.390625 3.40625 2.390625 \nL 3.40625 -0.203125 \nC 5.796875 0 10.203125 0 12.703125 0 \nC 15.296875 0 19.703125 0 22.09375 -0.203125 \nL 22.09375 2.390625 \nC 15.703125 2.390625 15.296875 2.78125 15.296875 6.65625 \nz\n\" id=\"CMR17-108\"/>\n       <path d=\"M 38.09375 23 \nC 38.5 23.40625 38.5 23.609375 38.5 24.625 \nC 38.5 34.96875 33.09375 44 21.703125 44 \nC 11.09375 44 2.703125 33.890625 2.703125 21.609375 \nC 2.703125 8.609375 12.203125 -1 22.796875 -1 \nC 34 -1 38.40625 9.484375 38.40625 11.5625 \nC 38.40625 12.25 37.796875 12.25 37.59375 12.25 \nC 36.90625 12.25 36.796875 12.046875 36.40625 10.875 \nC 34.203125 4.140625 28.703125 0.796875 23.5 0.796875 \nC 19.203125 0.796875 14.90625 3.171875 12.203125 7.5 \nC 9.09375 12.546875 9.09375 18.375 9.09375 23 \nz\nM 9.203125 24.5 \nC 9.90625 39.140625 17.59375 42.40625 21.59375 42.40625 \nC 28.40625 42.40625 33 35.890625 33.09375 24.5 \nz\n\" id=\"CMR17-101\"/>\n       <path d=\"M 36.09375 40.703125 \nC 36.90625 41.71875 36.90625 41.90625 36.90625 42.109375 \nC 36.90625 43 36.5 43 34.703125 43 \nL 4.296875 43 \nL 3.296875 27.5 \nL 5.09375 27.5 \nC 5.796875 37.203125 6.90625 41.40625 18.40625 41.40625 \nL 30.59375 41.40625 \nL 2 1.5 \nC 2 0 2.09375 0 4.203125 0 \nL 35.796875 0 \nL 37.203125 18 \nL 35.40625 18 \nC 34.59375 6.90625 33.296875 1.796875 21.09375 1.796875 \nL 8.296875 1.796875 \nz\n\" id=\"CMR17-122\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(50.89537 0)scale(0.996264)\" xlink:href=\"#CMR17-97\"/>\n      <use transform=\"translate(96.585847 0)scale(0.996264)\" xlink:href=\"#CMR17-109\"/>\n      <use transform=\"translate(173.505437 0)scale(0.996264)\" xlink:href=\"#CMR17-112\"/>\n      <use transform=\"translate(224.400807 0)scale(0.996264)\" xlink:href=\"#CMR17-108\"/>\n      <use transform=\"translate(249.271865 0)scale(0.996264)\" xlink:href=\"#CMR17-101\"/>\n      <use transform=\"translate(319.833492 0)scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(370.728862 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n      <use transform=\"translate(395.59992 0)scale(0.996264)\" xlink:href=\"#CMR17-122\"/>\n      <use transform=\"translate(436.085581 0)scale(0.996264)\" xlink:href=\"#CMR17-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_153\">\n    <path clip-path=\"url(#pe50bc5713a)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_154\">\n    <path clip-path=\"url(#pe50bc5713a)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_155\">\n    <path clip-path=\"url(#pe50bc5713a)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_156\">\n    <path clip-path=\"url(#pe50bc5713a)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_157\">\n    <path clip-path=\"url(#pe50bc5713a)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_158\">\n    <path clip-path=\"url(#pe50bc5713a)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_159\">\n    <path clip-path=\"url(#pe50bc5713a)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_160\">\n    <path clip-path=\"url(#pe50bc5713a)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 34.899682 221.04 \nL 34.899682 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path d=\"M 369.699682 221.04 \nL 369.699682 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 34.899682 221.04 \nL 369.699682 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path d=\"M 34.899682 3.6 \nL 369.699682 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pe50bc5713a\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"34.899682\" y=\"3.6\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "value = pd.cut(df['mean radius'], bins=cutoff)\n",
    "counts = value.value_counts(sort=False)\n",
    "sns.barplot(x=[str(idx) for idx in counts.index], y=counts, palette=\"RdBu_r\", data=df)\n",
    "plt.xlabel('Bins')\n",
    "plt.ylabel('Sample Size')\n",
    "plt.xticks(rotation=60)"
   ]
  },
  {
   "source": [
    "### 卡方分箱原理与实现"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "#### 卡方检验"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "chi2: 12.587412587412587, p_value: 0.0003883534014852554, dof: 1, ex: [[34.375 40.625]\n [20.625 24.375]]\n"
     ]
    }
   ],
   "source": [
    "from scipy.stats import chi2_contingency\n",
    "\n",
    "obs = np.array([[25, 50], [30, 15]])\n",
    "# 注意，默认有校准\n",
    "chi2, p, dof, ex = chi2_contingency(obs, correction=False)\n",
    "print('chi2: {}, p_value: {}, dof: {}, ex: {}'.format(chi2, p, dof, ex))"
   ]
  },
  {
   "source": [
    "#### 卡方离散化\n",
    "\n",
    "减少了精度，便于演示和快速计算和查看"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "Step 1: 计算卡方值"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import stats\n",
    "def stats_chi2(arr,correction=False):\n",
    "    try:\n",
    "        # 便于演示，此处统一未使用校准，实际中可根据频数精确控制\n",
    "        s=stats.chi2_contingency(arr,correction=correction)\n",
    "    except ValueError:\n",
    "    # 返回0认为0的组应该进行合并\n",
    "        print('Data Error')\n",
    "        return 0\n",
    "    return s[0]"
   ]
  },
  {
   "source": [
    "Step 2: 粗分箱，此处简单通过数值精度和等分12份实现粗分箱来便于演示"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([ 7.,  9., 10., 12., 14., 16., 18., 19., 21., 23., 24., 26., 28.])"
      ]
     },
     "metadata": {},
     "execution_count": 40
    }
   ],
   "source": [
    "x = df['mean radius'].round(0)\n",
    "\n",
    "# 便于演示，先等分12箱\n",
    "value,cutoff = \\\n",
    "pd.cut(x,bins=12,retbins=True,precision=0,include_lowest=True)\n",
    "\n",
    "# 便于演示将初始分隔点取整\n",
    "cutoff = cutoff.round(0)\n",
    "cutoff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 再次分箱\n",
    "value, cutoff = pd.cut(x, bins=cutoff, retbins=True, precision=0, include_lowest=True)"
   ]
  },
  {
   "source": [
    "Step 3: 生成列联表，其数据结构如下："
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "target         0    1\n",
       "mean radius          \n",
       "(6.0, 9.0]     0   28\n",
       "(9.0, 10.0]    0   37\n",
       "(10.0, 12.0]   9  141\n",
       "(12.0, 14.0]  31  117\n",
       "(14.0, 16.0]  50   32\n",
       "(16.0, 18.0]  42    2\n",
       "(18.0, 19.0]  22    0\n",
       "(19.0, 21.0]  40    0\n",
       "(21.0, 23.0]  10    0\n",
       "(23.0, 24.0]   2    0\n",
       "(24.0, 26.0]   3    0\n",
       "(26.0, 28.0]   3    0"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>target</th>\n      <th>0</th>\n      <th>1</th>\n    </tr>\n    <tr>\n      <th>mean radius</th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>(6.0, 9.0]</th>\n      <td>0</td>\n      <td>28</td>\n    </tr>\n    <tr>\n      <th>(9.0, 10.0]</th>\n      <td>0</td>\n      <td>37</td>\n    </tr>\n    <tr>\n      <th>(10.0, 12.0]</th>\n      <td>9</td>\n      <td>141</td>\n    </tr>\n    <tr>\n      <th>(12.0, 14.0]</th>\n      <td>31</td>\n      <td>117</td>\n    </tr>\n    <tr>\n      <th>(14.0, 16.0]</th>\n      <td>50</td>\n      <td>32</td>\n    </tr>\n    <tr>\n      <th>(16.0, 18.0]</th>\n      <td>42</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>(18.0, 19.0]</th>\n      <td>22</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>(19.0, 21.0]</th>\n      <td>40</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>(21.0, 23.0]</th>\n      <td>10</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>(23.0, 24.0]</th>\n      <td>2</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>(24.0, 26.0]</th>\n      <td>3</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>(26.0, 28.0]</th>\n      <td>3</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 44
    }
   ],
   "source": [
    "freq_tab = pd.crosstab(value, df['target'])\n",
    "freq_tab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 转化为numpy多维数组\n",
    "freq = freq_tab.values"
   ]
  },
  {
   "source": [
    "Step 4: 计算各相邻箱的卡方值：\n",
    "\n",
    "算法数据结构设计，使用二维数组记录各相邻组的卡方值"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Data Error\nData Error\nData Error\nData Error\nData Error\nData Error\n[ 0.          2.33224719 14.31978033 37.05919675 17.27738586  1.03125\n  0.          0.          0.          0.          0.        ]\n"
     ]
    }
   ],
   "source": [
    "cvs = np.array([])\n",
    "for i in range(len(freq) - 1):\n",
    "    cvs = np.append(cvs, stats_chi2(freq[i: i + 2]))"
   ]
  },
  {
   "source": [
    "Step 5: 设定卡方阈值，常使用0.90, 0.95, 0.99的置信度"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "3.8414588206941285"
      ]
     },
     "metadata": {},
     "execution_count": 53
    }
   ],
   "source": [
    "# 此处以95%的置信度（自由度为类数目-1）设定阈值。\n",
    "from scipy.stats import chi2\n",
    "\n",
    "threshold = chi2.isf(0.05, df=1)\n",
    "threshold"
   ]
  },
  {
   "source": [
    "Step 6:设置合并的条件：小于阈值时进行合并。"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "_c1 = lambda x: x < threshold"
   ]
  },
  {
   "source": [
    "Step 7: 循环直到卡方值不满足阈值条件"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "def chi2_merge_core(cvs, freq, cutoffs, minidx):\n",
    "    '''卡方合并逻辑\n",
    "    实现合并最小卡方值的相邻组（合并到左边组）\n",
    "    '''\n",
    "    print('最小卡方值索引:',minidx,'；分割点:',cutoffs)\n",
    "    # minidx后一箱合并到前一组\n",
    "    tmp = freq[minidx] + freq[minidx + 1]\n",
    "    freq[minidx] = tmp\n",
    "    # 删除minidx后一组\n",
    "    freq = np.delete(freq, minidx + 1, 0)\n",
    "    # 删除对应的分隔点\n",
    "    cutoffs = np.delete(cutoffs, minidx + 1, 0)\n",
    "    cvs = np.delete(cvs, minidx, 0)\n",
    "\n",
    "    # 更新前后两个组的卡方值，其他部分卡方值未变化\n",
    "    if minidx <= (len(cvs) - 1):\n",
    "        cvs[minidx] = stats_chi2(freq[minidx:minidx + 2])\n",
    "    if minidx - 1 >= 0:\n",
    "        cvs[minidx - 1] = stats_chi2(freq[minidx - 1:minidx + 1])\n",
    "    return cvs, freq, cutoffs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "最小卡方值索引: 0 ；分割点: [ 7.  9. 10. 12. 14. 16. 18. 19. 21. 23. 24. 26. 28.]\n最小卡方值索引: 5 ；分割点: [ 7. 10. 12. 14. 16. 18. 19. 21. 23. 24. 26. 28.]\nData Error\n最小卡方值索引: 5 ；分割点: [ 7. 10. 12. 14. 16. 18. 21. 23. 24. 26. 28.]\nData Error\n最小卡方值索引: 5 ；分割点: [ 7. 10. 12. 14. 16. 18. 23. 24. 26. 28.]\nData Error\n最小卡方值索引: 5 ；分割点: [ 7. 10. 12. 14. 16. 18. 24. 26. 28.]\nData Error\n最小卡方值索引: 5 ；分割点: [ 7. 10. 12. 14. 16. 18. 26. 28.]\n最小卡方值索引: 4 ；分割点: [ 7. 10. 12. 14. 16. 18. 28.]\n"
     ]
    }
   ],
   "source": [
    "while _c1(cvs.min()):\n",
    "    cvs, freq, cutoff = chi2_merge_core(cvs, freq, cutoff, cvs.argmin())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "(array([0, 1, 2, 3, 4]),\n",
       " [Text(0, 0, '(7.0, 10.0]'),\n",
       "  Text(1, 0, '(10.0, 12.0]'),\n",
       "  Text(2, 0, '(12.0, 14.0]'),\n",
       "  Text(3, 0, '(14.0, 16.0]'),\n",
       "  Text(4, 0, '(16.0, 28.0]')])"
      ]
     },
     "metadata": {},
     "execution_count": 59
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"287.678625pt\" version=\"1.1\" viewBox=\"0 0 373.299682 287.678625\" width=\"373.299682pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-23T13:36:07.667610</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 287.678625 \nL 373.299682 287.678625 \nL 373.299682 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 34.899682 221.04 \nL 369.699682 221.04 \nL 369.699682 3.6 \nL 34.899682 3.6 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 41.595682 221.04 \nL 95.163682 221.04 \nL 95.163682 163.654802 \nL 41.595682 163.654802 \nz\n\" style=\"fill:#3c2f7b;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 108.555682 221.04 \nL 162.123682 221.04 \nL 162.123682 66.349466 \nL 108.555682 66.349466 \nz\n\" style=\"fill:#95c8e1;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 175.515682 221.04 \nL 229.083682 221.04 \nL 229.083682 13.954286 \nL 175.515682 13.954286 \nz\n\" style=\"fill:#519d91;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 242.475682 221.04 \nL 296.043682 221.04 \nL 296.043682 107.517108 \nL 242.475682 107.517108 \nz\n\" style=\"fill:#1e6a37;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 309.435682 221.04 \nL 363.003682 221.04 \nL 363.003682 46.389398 \nL 309.435682 46.389398 \nz\n\" style=\"fill:#8c8c40;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -3 \n\" id=\"m79d202b437\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"68.379682\" xlink:href=\"#m79d202b437\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3 \n\" id=\"mea49105361\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"68.379682\" xlink:href=\"#mea49105361\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- (7.0, 10.0] -->\n      <g transform=\"translate(59.743768 265.663655)rotate(-60)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 30.59375 -24.390625 \nC 30.59375 -24.296875 30.59375 -24.09375 30.296875 -23.796875 \nC 25.703125 -19.125 13.40625 -6.359375 13.40625 24.703125 \nC 13.40625 55.765625 25.5 68.421875 30.40625 73.390625 \nC 30.40625 73.5 30.59375 73.703125 30.59375 74 \nC 30.59375 74.296875 30.296875 74.5 29.90625 74.5 \nC 28.796875 74.5 20.296875 67.125 15.40625 56.15625 \nC 10.40625 45.109375 9 34.359375 9 24.8125 \nC 9 17.625 9.703125 5.484375 15.703125 -7.359375 \nC 20.5 -17.734375 28.703125 -25 29.90625 -25 \nC 30.40625 -25 30.59375 -24.796875 30.59375 -24.390625 \nz\n\" id=\"CMR17-40\"/>\n        <path d=\"M 45.09375 61.578125 \nL 45.09375 63.765625 \nL 21.59375 63.765625 \nC 9.90625 63.765625 9.703125 65.078125 9.296875 67 \nL 7.5 67 \nL 4.59375 48.34375 \nL 6.40625 48.34375 \nC 6.703125 50.234375 7.40625 55.3125 8.59375 57.203125 \nC 9.203125 58 16.59375 58 18.296875 58 \nL 40.296875 58 \nL 29.203125 41.578125 \nC 21.796875 30.53125 16.703125 15.609375 16.703125 2.578125 \nC 16.703125 1.390625 16.703125 -2 20.296875 -2 \nC 23.90625 -2 23.90625 1.390625 23.90625 2.671875 \nL 23.90625 7.265625 \nC 23.90625 23.5625 26.703125 34.3125 31.296875 41.1875 \nz\n\" id=\"CMR17-55\"/>\n        <path d=\"M 16.59375 4.078125 \nC 16.59375 6.5625 14.59375 8.15625 12.5 8.15625 \nC 10.5 8.15625 8.40625 6.5625 8.40625 4.078125 \nC 8.40625 1.59375 10.40625 0 12.5 0 \nC 14.5 0 16.59375 1.59375 16.59375 4.078125 \nz\n\" id=\"CMR17-46\"/>\n        <path d=\"M 42 31.640625 \nC 42 37.75 41.90625 48.125 37.703125 56.109375 \nC 34 63.109375 28.09375 65.59375 22.90625 65.59375 \nC 18.09375 65.59375 12 63.40625 8.203125 56.203125 \nC 4.203125 48.71875 3.796875 39.4375 3.796875 31.640625 \nC 3.796875 25.953125 3.90625 17.28125 7 9.671875 \nC 11.296875 -0.609375 19 -2 22.90625 -2 \nC 27.5 -2 34.5 -0.109375 38.59375 9.375 \nC 41.59375 16.28125 42 24.359375 42 31.640625 \nz\nM 22.90625 -0.40625 \nC 16.5 -0.40625 12.703125 5.078125 11.296875 12.6875 \nC 10.203125 18.5625 10.203125 27.15625 10.203125 32.75 \nC 10.203125 40.4375 10.203125 46.828125 11.5 52.921875 \nC 13.40625 61.390625 19 64 22.90625 64 \nC 27 64 32.296875 61.296875 34.203125 53.125 \nC 35.5 47.4375 35.59375 40.734375 35.59375 32.75 \nC 35.59375 26.25 35.59375 18.265625 34.40625 12.375 \nC 32.296875 1.484375 26.40625 -0.40625 22.90625 -0.40625 \nz\n\" id=\"CMR17-48\"/>\n        <path d=\"M 15.796875 1.59375 \nC 16 0.703125 16 0.390625 16 -1.203125 \nC 16 -7.234375 14 -12.765625 9.796875 -17.796875 \nC 9.296875 -18.28125 9.296875 -18.484375 9.296875 -18.703125 \nC 9.296875 -19.09375 9.703125 -19.5 10.09375 -19.5 \nC 10.703125 -19.5 17.59375 -12.484375 17.59375 -1.359375 \nC 17.59375 1.9375 17.203125 8.15625 12.5 8.15625 \nC 10.296875 8.15625 8.40625 6.671875 8.40625 4.078125 \nC 8.40625 1.5 10.296875 0 12.5 0 \nC 13.703125 0 15 0.5 15.796875 1.59375 \nz\n\" id=\"CMR17-44\"/>\n        <path d=\"M 26.59375 63.40625 \nC 26.59375 65.5 26.5 65.5 25.09375 65.5 \nC 21.203125 61.1875 15.296875 59.796875 9.703125 59.796875 \nC 9.40625 59.796875 8.90625 59.796875 8.796875 59.5 \nC 8.703125 59.296875 8.703125 59.09375 8.703125 57 \nC 11.796875 57 17 57.59375 21 59.984375 \nL 21 7.203125 \nC 21 3.6875 20.796875 2.5 12.203125 2.5 \nL 9.203125 2.5 \nL 9.203125 0 \nC 14 0 19 0 23.796875 0 \nC 28.59375 0 33.59375 0 38.40625 0 \nL 38.40625 2.5 \nL 35.40625 2.5 \nC 26.796875 2.5 26.59375 3.59375 26.59375 7.15625 \nz\n\" id=\"CMR17-49\"/>\n        <path d=\"M 14.296875 74.484375 \nL 1.40625 74.484375 \nL 1.40625 71 \nL 10.796875 71 \nL 10.796875 -21.515625 \nL 1.40625 -21.515625 \nL 1.40625 -25 \nL 14.296875 -25 \nz\n\" id=\"CMR17-93\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-55\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(105.842303 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(206.479805 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(252.170282 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(322.731818 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(368.422295 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"135.339682\" xlink:href=\"#m79d202b437\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"135.339682\" xlink:href=\"#mea49105361\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- (10.0, 12.0] -->\n      <g transform=\"translate(125.458434 269.977618)rotate(-60)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 41.703125 15.453125 \nL 39.90625 15.453125 \nC 38.90625 8.375 38.09375 7.171875 37.703125 6.5625 \nC 37.203125 5.765625 30 5.765625 28.59375 5.765625 \nL 9.40625 5.765625 \nC 13 9.671875 20 16.75 28.5 24.953125 \nC 34.59375 30.734375 41.703125 37.53125 41.703125 47.421875 \nC 41.703125 59.21875 32.296875 66 21.796875 66 \nC 10.796875 66 4.09375 56.3125 4.09375 47.34375 \nC 4.09375 43.4375 7 42.9375 8.203125 42.9375 \nC 9.203125 42.9375 12.203125 43.546875 12.203125 47.03125 \nC 12.203125 50.109375 9.59375 51 8.203125 51 \nC 7.59375 51 7 50.90625 6.59375 50.703125 \nC 8.5 59.21875 14.296875 63.40625 20.40625 63.40625 \nC 29.09375 63.40625 34.796875 56.515625 34.796875 47.421875 \nC 34.796875 38.734375 29.703125 31.25 24 24.75 \nL 4.09375 2.28125 \nL 4.09375 0 \nL 39.296875 0 \nz\n\" id=\"CMR17-50\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(252.170282 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(368.422295 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"202.299682\" xlink:href=\"#m79d202b437\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"202.299682\" xlink:href=\"#mea49105361\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- (12.0, 14.0] -->\n      <g transform=\"translate(192.418434 269.977618)rotate(-60)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 33.59375 64.40625 \nC 33.59375 66.5 33.5 66.5 31.703125 66.5 \nL 2 19.59375 \nL 2 17 \nL 27.796875 17 \nL 27.796875 7.140625 \nC 27.796875 3.5 27.59375 2.5 20.59375 2.5 \nL 18.703125 2.5 \nL 18.703125 0 \nC 21.90625 0 27.296875 0 30.703125 0 \nC 34.09375 0 39.5 0 42.703125 0 \nL 42.703125 2.5 \nL 40.796875 2.5 \nC 33.796875 2.5 33.59375 3.5 33.59375 7.140625 \nL 33.59375 17 \nL 43.796875 17 \nL 43.796875 19.59375 \nL 33.59375 19.59375 \nz\nM 28.09375 57.859375 \nL 28.09375 19.59375 \nL 4 19.59375 \nz\n\" id=\"CMR17-52\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(252.170282 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(368.422295 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"269.259682\" xlink:href=\"#m79d202b437\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"269.259682\" xlink:href=\"#mea49105361\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- (14.0, 16.0] -->\n      <g transform=\"translate(259.378434 269.977618)rotate(-60)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 10.59375 34 \nC 10.59375 57.65625 21.796875 63 28.296875 63 \nC 30.40625 63 35.5 62.640625 37.5 59 \nC 35.90625 59 32.90625 59 32.90625 55.515625 \nC 32.90625 52.828125 35.09375 51.921875 36.5 51.921875 \nC 37.40625 51.921875 40.09375 52.3125 40.09375 55.625 \nC 40.09375 61.78125 35.09375 65.296875 28.203125 65.296875 \nC 16.296875 65.296875 3.796875 52.96875 3.796875 31 \nC 3.796875 3.953125 15.09375 -2 23.09375 -2 \nC 32.796875 -2 42 6.671875 42 20.046875 \nC 42 32.515625 33.90625 41.59375 23.703125 41.59375 \nC 17.59375 41.59375 13.09375 37.609375 10.59375 30.625 \nz\nM 23.09375 0.390625 \nC 10.796875 0.390625 10.796875 18.75 10.796875 22.4375 \nC 10.796875 29.625 14.203125 40 23.5 40 \nC 25.203125 40 30.09375 40 33.40625 33.125 \nC 35.203125 29.21875 35.203125 25.140625 35.203125 20.140625 \nC 35.203125 14.75 35.203125 10.78125 33.09375 6.78125 \nC 30.90625 2.671875 27.703125 0.390625 23.09375 0.390625 \nz\n\" id=\"CMR17-54\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(252.170282 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(368.422295 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"336.219682\" xlink:href=\"#m79d202b437\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"336.219682\" xlink:href=\"#mea49105361\" y=\"3.6\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- (16.0, 28.0] -->\n      <g transform=\"translate(326.338434 269.977618)rotate(-60)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 27.203125 35.375 \nC 33.5 38.546875 39.90625 43.328125 39.90625 50.984375 \nC 39.90625 60.015625 31.09375 65.296875 23 65.296875 \nC 13.90625 65.296875 5.90625 58.734375 5.90625 49.6875 \nC 5.90625 47.203125 6.5 42.921875 10.40625 39.140625 \nC 11.40625 38.15625 15.59375 35.171875 18.296875 33.28125 \nC 13.796875 30.984375 3.296875 25.53125 3.296875 14.59375 \nC 3.296875 4.359375 13.09375 -2 22.796875 -2 \nC 33.5 -2 42.5 5.65625 42.5 15.78125 \nC 42.5 24.84375 36.40625 29.015625 32.40625 31.703125 \nz\nM 14.09375 44.09375 \nC 13.296875 44.59375 9.296875 47.671875 9.296875 52.359375 \nC 9.296875 58.421875 15.59375 63 22.796875 63 \nC 30.703125 63 36.5 57.4375 36.5 50.96875 \nC 36.5 41.703125 26.09375 36.421875 25.59375 36.421875 \nC 25.5 36.421875 25.40625 36.421875 24.59375 37.03125 \nz\nM 32.5 23.734375 \nC 34 22.640625 38.796875 19.375 38.796875 13.296875 \nC 38.796875 5.953125 31.40625 0.390625 23 0.390625 \nC 13.90625 0.390625 7 6.84375 7 14.6875 \nC 7 22.546875 13.09375 29.09375 20 32.1875 \nz\n\" id=\"CMR17-56\"/>\n       </defs>\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-40\"/>\n       <use transform=\"translate(35.280768 0)scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(80.971245 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(126.661722 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(151.532781 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(197.223258 0)scale(0.996264)\" xlink:href=\"#CMR17-44\"/>\n       <use transform=\"translate(252.170282 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(297.86076 0)scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(343.551237 0)scale(0.996264)\" xlink:href=\"#CMR17-46\"/>\n       <use transform=\"translate(368.422295 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(414.112772 0)scale(0.996264)\" xlink:href=\"#CMR17-93\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_11\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 -1.5 \n\" id=\"m8b72863045\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"41.595682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_12\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 1.5 \n\" id=\"m2eac84313b\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"41.595682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"54.987682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"54.987682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"81.771682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"81.771682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"95.163682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"95.163682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"108.555682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"108.555682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"121.947682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"121.947682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"148.731682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"148.731682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"162.123682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"162.123682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"175.515682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"175.515682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"188.907682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"188.907682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"215.691682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"215.691682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"229.083682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"229.083682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"242.475682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"242.475682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"255.867682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"255.867682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"282.651682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"282.651682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"296.043682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"296.043682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"309.435682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"309.435682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"322.827682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"322.827682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_47\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"349.611682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_48\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"349.611682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_49\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"363.003682\" xlink:href=\"#m8b72863045\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_50\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"363.003682\" xlink:href=\"#m2eac84313b\" y=\"3.6\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_6\">\n     <!-- Bins -->\n     <g transform=\"translate(192.655269 282.141446)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 5.203125 68 \nL 5.203125 65.40625 \nC 12.09375 65.40625 13.203125 65.40625 13.203125 60.9375 \nL 13.203125 7.0625 \nC 13.203125 2.59375 12.09375 2.59375 5.203125 2.59375 \nL 5.203125 0 \nL 39.59375 0 \nC 52.40625 0 60.703125 9.109375 60.703125 18.1875 \nC 60.703125 27.203125 52.5 34.890625 41.796875 34.890625 \nC 51.40625 36.8125 58.09375 43.296875 58.09375 51 \nC 58.09375 59.40625 49.90625 68 37 68 \nz\nM 19.5 36 \nL 19.5 61.515625 \nC 19.5 64.921875 19.703125 65.40625 23.703125 65.40625 \nL 36.5 65.40625 \nC 46.40625 65.40625 50.796875 57.40625 50.796875 51.203125 \nC 50.796875 43.609375 44.703125 36 33.90625 36 \nz\nM 23.703125 2.59375 \nC 19.703125 2.59375 19.5 3.078125 19.5 6.453125 \nL 19.5 34.40625 \nL 38 34.40625 \nC 48.296875 34.40625 53.296875 25.390625 53.296875 18.15625 \nC 53.296875 10.921875 47.59375 2.59375 36.703125 2.59375 \nz\n\" id=\"CMR17-66\"/>\n       <path d=\"M 15.5 61.078125 \nC 15.5 63.265625 13.703125 65.15625 11.40625 65.15625 \nC 9.203125 65.15625 7.296875 63.375 7.296875 61.078125 \nC 7.296875 58.890625 9.09375 57 11.40625 57 \nC 13.59375 57 15.5 58.796875 15.5 61.078125 \nz\nM 3.796875 42.28125 \nL 3.796875 39.703125 \nC 9.40625 39.703125 10.203125 39.09375 10.203125 34.328125 \nL 10.203125 6.671875 \nC 10.203125 2.875 9.796875 2.390625 3.40625 2.390625 \nL 3.40625 -0.203125 \nC 5.796875 0 10.09375 0 12.59375 0 \nC 15 0 19.09375 0 21.40625 -0.203125 \nL 21.40625 2.390625 \nC 15.5 2.390625 15.296875 2.984375 15.296875 6.5625 \nL 15.296875 43.375 \nz\n\" id=\"CMR17-105\"/>\n       <path d=\"M 41.5 30.203125 \nC 41.5 35.296875 40.5 43.59375 28.703125 43.59375 \nC 20.796875 43.59375 16.703125 37.5 15.203125 33.5 \nL 15.09375 33.5 \nL 15.09375 43.59375 \nL 3.296875 42.5 \nL 3.296875 39.90625 \nC 9.203125 39.90625 10.09375 39.296875 10.09375 34.5 \nL 10.09375 6.6875 \nC 10.09375 2.875 9.703125 2.390625 3.296875 2.390625 \nL 3.296875 -0.203125 \nC 5.703125 0 10.09375 0 12.703125 0 \nC 15.296875 0 19.796875 0 22.203125 -0.203125 \nL 22.203125 2.390625 \nC 15.796875 2.390625 15.40625 2.78125 15.40625 6.6875 \nL 15.40625 25.90625 \nC 15.40625 35.109375 21 42 28 42 \nC 35.40625 42 36.203125 35.40625 36.203125 30.59375 \nL 36.203125 6.6875 \nC 36.203125 2.875 35.796875 2.390625 29.40625 2.390625 \nL 29.40625 -0.203125 \nC 31.796875 0 36.203125 0 38.796875 0 \nC 41.40625 0 45.90625 0 48.296875 -0.203125 \nL 48.296875 2.390625 \nC 41.90625 2.390625 41.5 2.78125 41.5 6.6875 \nz\n\" id=\"CMR17-110\"/>\n       <path d=\"M 30.90625 42.140625 \nC 30.90625 43.953125 30.796875 44.046875 30.203125 44.046875 \nC 29.796875 44.046875 29.703125 43.953125 28.5 42.453125 \nC 28.203125 42.046875 27.296875 41.03125 27 40.640625 \nC 23.796875 44.046875 19.296875 44.046875 17.59375 44.046875 \nC 6.5 44.046875 2.5 38.234375 2.5 32.4375 \nC 2.5 23.40625 12.703125 21.328125 15.59375 20.703125 \nC 21.90625 19.421875 24.09375 19.015625 26.203125 17.203125 \nC 27.5 16.015625 29.703125 13.8125 29.703125 10.21875 \nC 29.703125 6 27.296875 0.59375 18.09375 0.59375 \nC 9.40625 0.59375 6.296875 7.1875 4.5 15.953125 \nC 4.203125 17.34375 4.203125 17.453125 3.40625 17.453125 \nC 2.59375 17.453125 2.5 17.34375 2.5 15.359375 \nL 2.5 0.984375 \nC 2.5 -0.796875 2.59375 -0.90625 3.203125 -0.90625 \nC 3.703125 -0.90625 3.796875 -0.796875 4.296875 0 \nC 4.90625 0.890625 6.40625 3.296875 7 4.3125 \nC 9 1.609375 12.5 -1 18.09375 -1 \nC 28 -1 33.296875 4.421875 33.296875 12.25 \nC 33.296875 17.375 30.59375 20.078125 29.296875 21.28125 \nC 26.296875 24.390625 22.796875 25.09375 18.59375 25.890625 \nC 13.09375 27.109375 6.09375 28.515625 6.09375 34.640625 \nC 6.09375 37.234375 7.5 42.765625 17.59375 42.765625 \nC 28.296875 42.765625 28.90625 32.71875 29.09375 29.5 \nC 29.203125 29 29.703125 28.890625 30 28.890625 \nC 30.90625 28.890625 30.90625 29.203125 30.90625 30.90625 \nz\n\" id=\"CMR17-115\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-66\"/>\n      <use transform=\"translate(65.188754 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n      <use transform=\"translate(90.059813 0)scale(0.996264)\" xlink:href=\"#CMR17-110\"/>\n      <use transform=\"translate(140.955183 0)scale(0.996264)\" xlink:href=\"#CMR17-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_51\">\n      <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 34.899682 221.04 \nL 369.699682 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_52\">\n      <defs>\n       <path d=\"M 0 0 \nL 3 0 \n\" id=\"m708689caf1\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m708689caf1\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"line2d_53\">\n      <defs>\n       <path d=\"M 0 0 \nL -3 0 \n\" id=\"m2be07dcbe3\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2be07dcbe3\" y=\"221.04\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- $\\mathdefault{0}$ -->\n      <g transform=\"translate(26.418347 224.499249)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_54\">\n      <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 34.899682 196.089914 \nL 369.699682 196.089914 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_55\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m708689caf1\" y=\"196.089914\"/>\n      </g>\n     </g>\n     <g id=\"line2d_56\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2be07dcbe3\" y=\"196.089914\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- $\\mathdefault{20}$ -->\n      <g transform=\"translate(21.437012 199.549163)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_57\">\n      <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 34.899682 171.139828 \nL 369.699682 171.139828 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m708689caf1\" y=\"171.139828\"/>\n      </g>\n     </g>\n     <g id=\"line2d_59\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2be07dcbe3\" y=\"171.139828\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- $\\mathdefault{40}$ -->\n      <g transform=\"translate(21.437012 174.599077)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_60\">\n      <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 34.899682 146.189742 \nL 369.699682 146.189742 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_61\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m708689caf1\" y=\"146.189742\"/>\n      </g>\n     </g>\n     <g id=\"line2d_62\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2be07dcbe3\" y=\"146.189742\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- $\\mathdefault{60}$ -->\n      <g transform=\"translate(21.437012 149.648991)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_63\">\n      <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 34.899682 121.239656 \nL 369.699682 121.239656 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_64\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m708689caf1\" y=\"121.239656\"/>\n      </g>\n     </g>\n     <g id=\"line2d_65\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2be07dcbe3\" y=\"121.239656\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- $\\mathdefault{80}$ -->\n      <g transform=\"translate(21.437012 124.698905)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-56\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_66\">\n      <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 34.899682 96.28957 \nL 369.699682 96.28957 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_67\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m708689caf1\" y=\"96.28957\"/>\n      </g>\n     </g>\n     <g id=\"line2d_68\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2be07dcbe3\" y=\"96.28957\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- $\\mathdefault{100}$ -->\n      <g transform=\"translate(16.455677 99.748819)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_69\">\n      <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 34.899682 71.339484 \nL 369.699682 71.339484 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_70\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m708689caf1\" y=\"71.339484\"/>\n      </g>\n     </g>\n     <g id=\"line2d_71\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2be07dcbe3\" y=\"71.339484\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- $\\mathdefault{120}$ -->\n      <g transform=\"translate(16.455677 74.798733)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-50\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_72\">\n      <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 34.899682 46.389398 \nL 369.699682 46.389398 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_73\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m708689caf1\" y=\"46.389398\"/>\n      </g>\n     </g>\n     <g id=\"line2d_74\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2be07dcbe3\" y=\"46.389398\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- $\\mathdefault{140}$ -->\n      <g transform=\"translate(16.455677 49.848647)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-52\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_75\">\n      <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 34.899682 21.439312 \nL 369.699682 21.439312 \n\" style=\"fill:none;stroke:#000000;stroke-dasharray:0.5,0.825;stroke-dashoffset:0;stroke-opacity:0.5;stroke-width:0.5;\"/>\n     </g>\n     <g id=\"line2d_76\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m708689caf1\" y=\"21.439312\"/>\n      </g>\n     </g>\n     <g id=\"line2d_77\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m2be07dcbe3\" y=\"21.439312\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- $\\mathdefault{160}$ -->\n      <g transform=\"translate(16.455677 24.898561)scale(0.1 -0.1)\">\n       <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-49\"/>\n       <use transform=\"translate(45.690477 0)scale(0.996264)\" xlink:href=\"#CMR17-54\"/>\n       <use transform=\"translate(91.380954 0)scale(0.996264)\" xlink:href=\"#CMR17-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_78\">\n      <defs>\n       <path d=\"M 0 0 \nL 1.5 0 \n\" id=\"m59ac5daa59\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"214.802478\"/>\n      </g>\n     </g>\n     <g id=\"line2d_79\">\n      <defs>\n       <path d=\"M 0 0 \nL -1.5 0 \n\" id=\"m814c96d1fb\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"214.802478\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_80\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"208.564957\"/>\n      </g>\n     </g>\n     <g id=\"line2d_81\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"208.564957\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_82\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"202.327435\"/>\n      </g>\n     </g>\n     <g id=\"line2d_83\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"202.327435\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_84\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"189.852392\"/>\n      </g>\n     </g>\n     <g id=\"line2d_85\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"189.852392\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_86\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"183.614871\"/>\n      </g>\n     </g>\n     <g id=\"line2d_87\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"183.614871\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_88\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"177.377349\"/>\n      </g>\n     </g>\n     <g id=\"line2d_89\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"177.377349\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_90\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"164.902306\"/>\n      </g>\n     </g>\n     <g id=\"line2d_91\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"164.902306\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_17\">\n     <g id=\"line2d_92\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"158.664785\"/>\n      </g>\n     </g>\n     <g id=\"line2d_93\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"158.664785\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_18\">\n     <g id=\"line2d_94\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"152.427263\"/>\n      </g>\n     </g>\n     <g id=\"line2d_95\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"152.427263\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_19\">\n     <g id=\"line2d_96\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"139.95222\"/>\n      </g>\n     </g>\n     <g id=\"line2d_97\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"139.95222\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_20\">\n     <g id=\"line2d_98\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"133.714699\"/>\n      </g>\n     </g>\n     <g id=\"line2d_99\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"133.714699\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_21\">\n     <g id=\"line2d_100\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"127.477177\"/>\n      </g>\n     </g>\n     <g id=\"line2d_101\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"127.477177\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_22\">\n     <g id=\"line2d_102\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"115.002134\"/>\n      </g>\n     </g>\n     <g id=\"line2d_103\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"115.002134\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_23\">\n     <g id=\"line2d_104\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"108.764613\"/>\n      </g>\n     </g>\n     <g id=\"line2d_105\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"108.764613\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_24\">\n     <g id=\"line2d_106\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"102.527091\"/>\n      </g>\n     </g>\n     <g id=\"line2d_107\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"102.527091\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_25\">\n     <g id=\"line2d_108\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"90.052048\"/>\n      </g>\n     </g>\n     <g id=\"line2d_109\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"90.052048\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_26\">\n     <g id=\"line2d_110\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"83.814527\"/>\n      </g>\n     </g>\n     <g id=\"line2d_111\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"83.814527\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_27\">\n     <g id=\"line2d_112\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"77.577005\"/>\n      </g>\n     </g>\n     <g id=\"line2d_113\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"77.577005\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_28\">\n     <g id=\"line2d_114\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"65.101962\"/>\n      </g>\n     </g>\n     <g id=\"line2d_115\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"65.101962\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_29\">\n     <g id=\"line2d_116\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"58.864441\"/>\n      </g>\n     </g>\n     <g id=\"line2d_117\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"58.864441\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_30\">\n     <g id=\"line2d_118\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"52.626919\"/>\n      </g>\n     </g>\n     <g id=\"line2d_119\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"52.626919\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_31\">\n     <g id=\"line2d_120\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"40.151876\"/>\n      </g>\n     </g>\n     <g id=\"line2d_121\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"40.151876\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_32\">\n     <g id=\"line2d_122\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"33.914355\"/>\n      </g>\n     </g>\n     <g id=\"line2d_123\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"33.914355\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_33\">\n     <g id=\"line2d_124\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"27.676833\"/>\n      </g>\n     </g>\n     <g id=\"line2d_125\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"27.676833\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_34\">\n     <g id=\"line2d_126\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"15.20179\"/>\n      </g>\n     </g>\n     <g id=\"line2d_127\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"15.20179\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_35\">\n     <g id=\"line2d_128\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"34.899682\" xlink:href=\"#m59ac5daa59\" y=\"8.964269\"/>\n      </g>\n     </g>\n     <g id=\"line2d_129\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"369.699682\" xlink:href=\"#m814c96d1fb\" y=\"8.964269\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_16\">\n     <!-- Sample Size -->\n     <g transform=\"translate(10.518498 138.333609)rotate(-90)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 43.796875 67.03125 \nC 43.796875 68.8125 43.703125 68.921875 43.09375 68.921875 \nC 42.5 68.921875 42.296875 68.515625 41.90625 67.625 \nL 38.90625 61.046875 \nC 35.09375 66.515625 29.296875 69 23 69 \nC 12.796875 69 4.59375 60.953125 4.59375 50.828125 \nC 4.59375 47.75 5.296875 43.375 8.703125 39.21875 \nC 12.40625 34.65625 15.90625 33.859375 23.90625 31.765625 \nC 26.90625 30.96875 31.90625 29.671875 32.90625 29.28125 \nC 38.59375 26.90625 41.59375 20.953125 41.59375 15.390625 \nC 41.59375 8.234375 36.5 0.59375 27.796875 0.59375 \nC 17.09375 0.59375 7.09375 6.546875 6.40625 20.484375 \nC 6.296875 22.078125 6.203125 22.171875 5.5 22.171875 \nC 4.703125 22.171875 4.59375 22.078125 4.59375 20.078125 \nL 4.59375 -0.015625 \nC 4.59375 -1.796875 4.703125 -1.90625 5.296875 -1.90625 \nC 6 -1.90625 6.203125 -1.40625 7.59375 1.6875 \nC 7.703125 1.984375 7.703125 2.1875 9.59375 5.953125 \nC 14.59375 -0.609375 23 -2 27.796875 -2 \nC 38.703125 -2 46.40625 7.046875 46.40625 17.5625 \nC 46.40625 22.71875 44.5 26.6875 43.40625 28.484375 \nC 39.203125 34.84375 34.703125 36.03125 29.90625 37.21875 \nC 29.203125 37.53125 29 37.53125 23.40625 38.90625 \nC 18 40.296875 15.703125 41 13.203125 43.6875 \nC 10.40625 46.75 9.40625 49.9375 9.40625 53.109375 \nC 9.40625 59.5625 14.59375 66.609375 23.09375 66.609375 \nC 33.703125 66.609375 40.296875 59.15625 41.796875 46.765625 \nC 42.09375 44.96875 42.203125 44.875 42.90625 44.875 \nC 43.796875 44.875 43.796875 45.171875 43.796875 46.859375 \nz\n\" id=\"CMR17-83\"/>\n       <path d=\"M 36 25.828125 \nC 36 32.375 36 35.84375 31.796875 39.734375 \nC 28.09375 43 23.796875 44 20.40625 44 \nC 12.5 44 6.796875 37.609375 6.796875 30.796875 \nC 6.796875 27 9.796875 27 10.40625 27 \nC 11.703125 27 14 27.78125 14 30.53125 \nC 14 33 12.09375 34.078125 10.40625 34.078125 \nC 10 34.078125 9.5 33.96875 9.203125 33.875 \nC 11.296875 40.5 16.703125 42.40625 20.203125 42.40625 \nC 25.203125 42.40625 30.703125 37.953125 30.703125 29.453125 \nL 30.703125 25 \nC 24.796875 25 17.703125 24.203125 12.09375 21.203125 \nC 5.796875 17.703125 4 12.703125 4 8.90625 \nC 4 1.203125 13 -1 18.296875 -1 \nC 23.796875 -1 28.90625 2.171875 31.09375 7.984375 \nC 31.296875 3.640625 34.09375 -0.28125 38.5 -0.28125 \nC 40.59375 -0.28125 45.90625 1.09375 45.90625 8.859375 \nL 45.90625 14.375 \nL 44.09375 14.375 \nL 44.09375 8.78125 \nC 44.09375 2.78125 41.40625 2 40.09375 2 \nC 36 2 36 7.15625 36 11.53125 \nz\nM 30.703125 13.59375 \nC 30.703125 4.953125 24.5 0.59375 19 0.59375 \nC 14 0.59375 10.09375 4.296875 10.09375 8.90625 \nC 10.09375 11.890625 11.40625 17.1875 17.203125 20.390625 \nC 22 23.09375 27.5 23.5 30.703125 23.5 \nz\n\" id=\"CMR17-97\"/>\n       <path d=\"M 67.59375 30.203125 \nC 67.59375 35.1875 66.703125 43.59375 54.796875 43.59375 \nC 48 43.59375 43.296875 39 41.5 33.609375 \nL 41.40625 33.609375 \nC 40.203125 41.8125 34.296875 43.59375 28.703125 43.59375 \nC 20.796875 43.59375 16.703125 37.5 15.203125 33.5 \nL 15.09375 33.5 \nL 15.09375 43.59375 \nL 3.296875 42.5 \nL 3.296875 39.90625 \nC 9.203125 39.90625 10.09375 39.296875 10.09375 34.5 \nL 10.09375 6.6875 \nC 10.09375 2.875 9.703125 2.390625 3.296875 2.390625 \nL 3.296875 -0.203125 \nC 5.703125 0 10.09375 0 12.703125 0 \nC 15.296875 0 19.796875 0 22.203125 -0.203125 \nL 22.203125 2.390625 \nC 15.796875 2.390625 15.40625 2.78125 15.40625 6.6875 \nL 15.40625 25.90625 \nC 15.40625 35.109375 21 42 28 42 \nC 35.40625 42 36.203125 35.40625 36.203125 30.59375 \nL 36.203125 6.6875 \nC 36.203125 2.875 35.796875 2.390625 29.40625 2.390625 \nL 29.40625 -0.203125 \nC 31.796875 0 36.203125 0 38.796875 0 \nC 41.40625 0 45.90625 0 48.296875 -0.203125 \nL 48.296875 2.390625 \nC 41.90625 2.390625 41.5 2.78125 41.5 6.6875 \nL 41.5 25.90625 \nC 41.5 35.109375 47.09375 42 54.09375 42 \nC 61.5 42 62.296875 35.40625 62.296875 30.59375 \nL 62.296875 6.6875 \nC 62.296875 2.875 61.90625 2.390625 55.5 2.390625 \nL 55.5 -0.203125 \nC 57.90625 0 62.296875 0 64.90625 0 \nC 67.5 0 72 0 74.40625 -0.203125 \nL 74.40625 2.390625 \nC 68 2.390625 67.59375 2.78125 67.59375 6.6875 \nz\n\" id=\"CMR17-109\"/>\n       <path d=\"M 22 -16.609375 \nC 15.59375 -16.609375 15.203125 -16.203125 15.203125 -12.328125 \nL 15.203125 6.28125 \nC 18.09375 2.09375 22.296875 -0.59375 27.59375 -0.59375 \nC 37.59375 -0.59375 47.703125 8.171875 47.703125 21.6875 \nC 47.703125 34.234375 39 43.78125 28.703125 43.78125 \nC 22.703125 43.78125 17.796875 40.5 15 36.53125 \nL 15 43.78125 \nL 3.09375 42.6875 \nL 3.09375 40.109375 \nC 9 40.109375 9.90625 39.5 9.90625 34.734375 \nL 9.90625 -12.328125 \nC 9.90625 -16.109375 9.5 -16.609375 3.09375 -16.609375 \nL 3.09375 -19.1875 \nC 5.5 -19 9.90625 -19 12.5 -19 \nC 15.09375 -19 19.59375 -19 22 -19.1875 \nz\nM 15.203125 31.4375 \nC 15.203125 32.84375 15.203125 34.921875 19.09375 38.609375 \nC 19.59375 39.015625 23 42 28 42 \nC 35.296875 42 41.296875 32.9375 41.296875 21.59375 \nC 41.296875 10.25 34.90625 1 27 1 \nC 23.40625 1 19.5 2.6875 16.5 7.375 \nC 15.203125 9.5625 15.203125 10.15625 15.203125 11.75 \nz\n\" id=\"CMR17-112\"/>\n       <path d=\"M 15.296875 68.6875 \nL 3.40625 67.59375 \nL 3.40625 65 \nC 9.296875 65 10.203125 64.40625 10.203125 59.640625 \nL 10.203125 6.65625 \nC 10.203125 2.875 9.796875 2.390625 3.40625 2.390625 \nL 3.40625 -0.203125 \nC 5.796875 0 10.203125 0 12.703125 0 \nC 15.296875 0 19.703125 0 22.09375 -0.203125 \nL 22.09375 2.390625 \nC 15.703125 2.390625 15.296875 2.78125 15.296875 6.65625 \nz\n\" id=\"CMR17-108\"/>\n       <path d=\"M 38.09375 23 \nC 38.5 23.40625 38.5 23.609375 38.5 24.625 \nC 38.5 34.96875 33.09375 44 21.703125 44 \nC 11.09375 44 2.703125 33.890625 2.703125 21.609375 \nC 2.703125 8.609375 12.203125 -1 22.796875 -1 \nC 34 -1 38.40625 9.484375 38.40625 11.5625 \nC 38.40625 12.25 37.796875 12.25 37.59375 12.25 \nC 36.90625 12.25 36.796875 12.046875 36.40625 10.875 \nC 34.203125 4.140625 28.703125 0.796875 23.5 0.796875 \nC 19.203125 0.796875 14.90625 3.171875 12.203125 7.5 \nC 9.09375 12.546875 9.09375 18.375 9.09375 23 \nz\nM 9.203125 24.5 \nC 9.90625 39.140625 17.59375 42.40625 21.59375 42.40625 \nC 28.40625 42.40625 33 35.890625 33.09375 24.5 \nz\n\" id=\"CMR17-101\"/>\n       <path d=\"M 36.09375 40.703125 \nC 36.90625 41.71875 36.90625 41.90625 36.90625 42.109375 \nC 36.90625 43 36.5 43 34.703125 43 \nL 4.296875 43 \nL 3.296875 27.5 \nL 5.09375 27.5 \nC 5.796875 37.203125 6.90625 41.40625 18.40625 41.40625 \nL 30.59375 41.40625 \nL 2 1.5 \nC 2 0 2.09375 0 4.203125 0 \nL 35.796875 0 \nL 37.203125 18 \nL 35.40625 18 \nC 34.59375 6.90625 33.296875 1.796875 21.09375 1.796875 \nL 8.296875 1.796875 \nz\n\" id=\"CMR17-122\"/>\n      </defs>\n      <use transform=\"scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(50.89537 0)scale(0.996264)\" xlink:href=\"#CMR17-97\"/>\n      <use transform=\"translate(96.585847 0)scale(0.996264)\" xlink:href=\"#CMR17-109\"/>\n      <use transform=\"translate(173.505437 0)scale(0.996264)\" xlink:href=\"#CMR17-112\"/>\n      <use transform=\"translate(224.400807 0)scale(0.996264)\" xlink:href=\"#CMR17-108\"/>\n      <use transform=\"translate(249.271865 0)scale(0.996264)\" xlink:href=\"#CMR17-101\"/>\n      <use transform=\"translate(319.833492 0)scale(0.996264)\" xlink:href=\"#CMR17-83\"/>\n      <use transform=\"translate(370.728862 0)scale(0.996264)\" xlink:href=\"#CMR17-105\"/>\n      <use transform=\"translate(395.59992 0)scale(0.996264)\" xlink:href=\"#CMR17-122\"/>\n      <use transform=\"translate(436.085581 0)scale(0.996264)\" xlink:href=\"#CMR17-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_130\">\n    <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_131\">\n    <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_132\">\n    <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_133\">\n    <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"line2d_134\">\n    <path clip-path=\"url(#pe66f8e4fbf)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:1.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 34.899682 221.04 \nL 34.899682 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 369.699682 221.04 \nL 369.699682 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 34.899682 221.04 \nL 369.699682 221.04 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 34.899682 3.6 \nL 369.699682 3.6 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.5;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pe66f8e4fbf\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"34.899682\" y=\"3.6\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "value = pd.cut(df['mean radius'], bins=cutoff)\n",
    "counts = value.value_counts(sort=False)\n",
    "sns.barplot(x=[str(idx) for idx in counts.index], y=counts, data=df)\n",
    "plt.xlabel('Bins')\n",
    "plt.ylabel('Sample Size')\n",
    "plt.xticks(rotation=60)"
   ]
  }
 ]
}